knitr::opts_chunk$set(echo = TRUE)
knitr::opts_knit$set(root.dir = "~/SOD_DADS_microbiome")
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load("Data/ITS/filtered_data/dadsexp.RData")
load("Data/ITS/filtered_data/dads_5asv.RData")
ITSdata <- dads_5asv.ps %>%
tax_glom(taxrank = "Genus") %>% # agglomerate at Genus level
transform_sample_counts(function(x) {x/sum(x)} ) %>% # Transform to rel. abundance
psmelt() %>% # Melt to long format
#filter(Abundance > 0.02) %>% # Filter out low abundance taxa
arrange(desc(Abundance))
# Sort data frame alphabetically by phylum
# Plot
abund_plot <- ggplot(ITSdata, aes(x = Sample, y = Abundance, fill = Genus)) +
geom_bar(stat = "identity", position = "stack", color = "black", size = 0.2) +
scale_fill_viridis_d() +
scale_color_viridis_d() +
theme_minimal() +
labs(
y = "Relative Abundance",
fill = "Species"
) +
facet_grid(~factor(Treatment), scales = "free_x") +
theme(
axis.text.x = element_text(angle = 90, hjust = 1, vjust = 0.5, size = 14),
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
legend.position = "bottom",
legend.text = element_text(size = 14),
legend.title = element_text(size = 20), # Adjust legend title size
legend.key.size = unit(2, "lines"), # Adjust the size of the legend color key
strip.text = element_text(size = 20),
strip.background = element_blank()
) +
guides(
fill = guide_legend(
reverse = FALSE,
keywidth = 1,
keyheight = 1,
title.position = "top",
title.hjust = 3, # Center the legend title
label.theme = element_text(size = 18) # Adjust the size of the legend labels
)
)
## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
abund_plot
ggsave("Figures/DADS/ITS/relabundance_plot_treatment_relabund_genus_dads.pdf", abund_plot, width = 22, height = 16)
ITSdata <- dads_5asv.ps %>%
tax_glom(taxrank = "Genus") %>% # agglomerate at Genus level
transform_sample_counts(function(x) {x/sum(x)} ) %>% # Transform to rel. abundance
psmelt() %>% # Melt to long format
#filter(Abundance > 0.02) %>% # Filter out low abundance taxa
arrange(desc(Abundance))
# Sort data frame alphabetically by phylum
# Plot
abund_plot <- ggplot(ITSdata, aes(x = Sample, y = Abundance, fill = Genus)) +
geom_bar(stat = "identity", position = "stack", color = "black", size = 0.2) +
scale_fill_viridis_d() +
scale_color_viridis_d() +
theme_minimal() +
labs(
y = "Relative Abundance",
fill = "Species"
) +
facet_grid(~factor(Soil), scales = "free_x") +
theme(
axis.text.x = element_text(angle = 90, hjust = 1, vjust = 0.5, size = 14),
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
legend.position = "bottom",
legend.text = element_text(size = 14),
legend.title = element_text(size = 20), # Adjust legend title size
legend.key.size = unit(2, "lines"), # Adjust the size of the legend color key
strip.text = element_text(size = 20),
strip.background = element_blank()
) +
guides(
fill = guide_legend(
reverse = FALSE,
keywidth = 1,
keyheight = 1,
title.position = "top",
title.hjust = 3, # Center the legend title
label.theme = element_text(size = 18) # Adjust the size of the legend labels
)
)
abund_plot
ggsave("Figures/DADS/ITS/relabundance_plot_soil_relabund_genus_dads.pdf", abund_plot, width = 22, height = 16)
ITSdata <- dads_5asv.ps %>%
tax_glom(taxrank = "Species") %>% # agglomerate at Genus level
transform_sample_counts(function(x) {x/sum(x)} ) %>% # Transform to rel. abundance
psmelt() %>% # Melt to long format
#filter(Abundance > 0.02) %>% # Filter out low abundance taxa
arrange(desc(Abundance))
# Sort data frame alphabetically by phylum
# Plot
abund_plot <- ggplot(ITSdata, aes(x = Sample, y = Abundance, fill = Genus)) +
geom_bar(stat = "identity", position = "stack", color = "black", size = 0.2) +
scale_fill_viridis_d() +
scale_color_viridis_d() +
theme_minimal() +
labs(
y = "Relative Abundance",
fill = "Genus"
) +
facet_grid(~factor(Incubation, labels = c("Anaerobic", "Aerobic")), scales = "free_x") +
theme(
axis.text.x = element_text(angle = 90, hjust = 1, vjust = 0.5, size = 14),
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
legend.position = "bottom",
legend.text = element_text(size = 14),
legend.title = element_text(size = 20), # Adjust legend title size
legend.key.size = unit(2, "lines"), # Adjust the size of the legend color key
strip.text = element_text(size = 20),
strip.background = element_blank()
) +
guides(
fill = guide_legend(
reverse = FALSE,
keywidth = 1,
keyheight = 1,
title.position = "top",
title.hjust = 3, # Center the legend title
label.theme = element_text(size = 18) # Adjust the size of the legend labels
)
)
abund_plot
ggsave("Figures/DADS/ITS/relabundance_plot_incubation_relabund_genus_dads.pdf", abund_plot, width = 22, height = 16)
new_names <- sapply(strsplit(dads_5asv.ps@sam_data$Sample_nameITS, "-"), `[`, 1)
# Rename the Sample_nameITS column
dads_5asv.ps@sam_data$Sample_nameITS <- new_names
top40 <- names(sort(taxa_sums(dads_5asv.ps), decreasing=TRUE))[1:40]
ps.top40 <- transform_sample_counts(dads_5asv.ps, function(OTU) OTU/sum(OTU))
ps.top40<- tax_glom(ps.top40, taxrank = "Species")
ps.top40 <- prune_taxa(top40, ps.top40)
pdf("Figures/DADS/ITS/top40_species_dads.pdf", width = 34, height = 20)
plot_bar(ps.top40, x="Sample_nameITS", fill="Species") + facet_wrap(~Treatment, scales="free_x")
dev.off()
## png
## 2
plot_bar(ps.top40, x="Sample_nameITS", fill="Species") + facet_wrap(~Treatment, scales="free_x")
data <-
dads_5asv.ps %>%
tax_glom("Species") %>%
psmelt() %>%
as_tibble()
data_summed <- data %>%
filter(Abundance > 0) %>%
group_by(Kingdom, Phylum, Class, Order, Family, Genus, Species) %>%
summarise(Abundance = sum(Abundance),
Prevalence = n_distinct(Sample)) %>%
ungroup() %>%
mutate(Total_Abundance = sum(Abundance)) %>%
mutate(Percentage = 100*(Abundance / Total_Abundance))
## `summarise()` has grouped output by 'Kingdom', 'Phylum', 'Class', 'Order',
## 'Family', 'Genus'. You can override using the `.groups` argument.
write.csv(data_summed, file="Results/DADS/ITS/mostabundanttaxa_abundance_dads.csv",row.names = TRUE)
data_summed
## # A tibble: 140 × 11
## Kingdom Phylum Class Order Family Genus Species Abundance Prevalence
## <chr> <chr> <chr> <chr> <chr> <chr> <chr> <dbl> <int>
## 1 Fungi Ascomycota Dothideom… Doth… Sacco… Aure… Aureob… 205 7
## 2 Fungi Ascomycota Dothideom… Myco… Terat… Elas… Elasti… 15 1
## 3 Fungi Ascomycota Dothideom… Pleo… Cucur… Pyre… Pyreno… 7 1
## 4 Fungi Ascomycota Dothideom… Pleo… Didym… Neoa… Neoasc… 31 4
## 5 Fungi Ascomycota Dothideom… Pleo… Didym… Pseu… Pseudo… 68 5
## 6 Fungi Ascomycota Dothideom… Pleo… Lepto… Lept… Leptos… 32 4
## 7 Fungi Ascomycota Dothideom… Pleo… Lophi… Loph… Lophio… 827 11
## 8 Fungi Ascomycota Dothideom… Pleo… Neopy… Neop… Neopyr… 6 1
## 9 Fungi Ascomycota Dothideom… Pleo… Phaeo… Para… Paraph… 201 8
## 10 Fungi Ascomycota Dothideom… Pleo… Phaeo… Para… Paraph… 1713 12
## # ℹ 130 more rows
## # ℹ 2 more variables: Total_Abundance <dbl>, Percentage <dbl>
data1 <-
dads_5asv.ps %>%
tax_glom("Species") %>%
transform_sample_counts(function(x) {x/sum(x)} ) %>%
psmelt() %>%
as_tibble()
data_summed1 <- data1 %>%
filter(Abundance > 0) %>%
group_by(Treatment, Kingdom, Phylum, Class, Order, Family, Genus, Species) %>%
summarise(Abundance = sum(Abundance),
Prevalence = n_distinct(Sample))
## `summarise()` has grouped output by 'Treatment', 'Kingdom', 'Phylum', 'Class',
## 'Order', 'Family', 'Genus'. You can override using the `.groups` argument.
write.csv(data_summed1, file="Results/DADS/ITS/mostabundanttaxa_relativeabundance_untreatedtreated_dads.csv",row.names = TRUE)
data2 <-
dads_5asv.ps %>%
tax_glom("Species") %>%
psmelt() %>%
as_tibble()
# Calculate percentages
data_summed2 <- data2 %>%
filter(Abundance > 0) %>%
group_by(Treatment, Kingdom, Phylum, Class, Order, Family, Genus, Species) %>%
summarise(Abundance = sum(Abundance),
Prevalence = n_distinct(Sample))
## `summarise()` has grouped output by 'Treatment', 'Kingdom', 'Phylum', 'Class',
## 'Order', 'Family', 'Genus'. You can override using the `.groups` argument.
write.csv(data_summed2, file="Results/DADS/ITS/mostabundanttaxa_untreatedtreated_dads.csv",row.names = TRUE)
#Prune ASVs not present in least 5 times (across one more more samples)
#dads_5asv.ps<- phyloseq::prune_taxa(taxa_sums(dads.ps) > 5, dads.ps)
sdt = data.table::data.table(as(sample_data(dads_5asv.ps), "data.frame"),
TotalReads = sample_sums(dads_5asv.ps), keep.rownames = TRUE)
min_reads<-min(sdt$TotalReads)
rarefied.ps <- rarefy_even_depth(dads_5asv.ps, sample.size = min_reads, rngseed = 100)
## `set.seed(100)` was used to initialize repeatable random subsampling.
## Please record this for your records so others can reproduce.
## Try `set.seed(100); .Random.seed` for the full vector
## ...
## 4OTUs were removed because they are no longer
## present in any sample after random subsampling
## ...
#Relative abundance
strat_rel.ps<-transform_sample_counts(dads_5asv.ps, function(x) x / sum(x))
Let’s start with t test as point of comparison with anova analysis
set.seed(1)
AD <- estimate_richness(dads.ps, measures = c("Observed", "InvSimpson", "Shannon"))
rownames(AD) <- gsub("\\.", "-", rownames(AD))
# Combine richness estimates with sample metadata
AD <- cbind(AD, sample_data(dads.ps)[row.names(AD), c("Treatment", "Incubation", "Soil")])
# Convert to data.table and keep row names as a column
AD <- data.table(AD, keep.rownames = TRUE)
# Reshape the data frame
AD <- melt(AD, id.vars = c('rn', c("Treatment", "Incubation", "Soil")))
# Now conduct t-tests (assuming you have appropriate factors)
factors <- c("Treatment", "Incubation", "Soil")
# Iterate through each factor
ttest_list <- list()
# Iterate through each factor
for (factor_name in factors) {
# Initialize an empty data.table to store t-test results for each alpha diversity measure
ttest <- data.table(alpha_index = character(), pvalue = numeric())
# Iterate through each alpha diversity measure
for (alphad in c("InvSimpson", "Shannon", "Observed")) {
# Perform t-test
ttest_res <- t.test(value ~ get(factor_name), data = AD[variable == alphad], var.equal = TRUE)
# Extract p-value from t-test results and store it in the data.table
p_value <- ttest_res$p.value
ttest <- rbind(ttest, data.table(alpha_index = alphad, pvalue = p_value))
}
# Add t-test results for the current factor to the list
ttest_list[[factor_name]] <- ttest
}
# Print t-test results
for (factor_name in factors) {
cat(paste("T-Test Results for Factor:", factor_name), "\n")
print(knitr::kable(ttest_list[[factor_name]], format = "markdown"))
cat("\n")
}
## T-Test Results for Factor: Treatment
##
##
## |alpha_index | pvalue|
## |:-----------|---------:|
## |InvSimpson | 0.0000000|
## |Shannon | 0.0000144|
## |Observed | 0.0039545|
##
## T-Test Results for Factor: Incubation
##
##
## |alpha_index | pvalue|
## |:-----------|---------:|
## |InvSimpson | 0.8406549|
## |Shannon | 0.2496659|
## |Observed | 0.0503798|
##
## T-Test Results for Factor: Soil
##
##
## |alpha_index | pvalue|
## |:-----------|---------:|
## |InvSimpson | 0.8312045|
## |Shannon | 0.6253751|
## |Observed | 0.8699938|
set.seed(1)
# Initialize an empty data.table to store combined ANOVA results for all factors
anova_list <- list()
factors2 <- c("Treatment", "Incubation", "Soil")
# Initialize a vector to store factor names for which a plot has been created
plotted_factors <- character()
final_anova_table <- data.table(factor_name = character(), alpha_index = character(), pvalue = numeric(), df_between = numeric(), df_within = numeric(), ss_between = numeric(), ss_within = numeric(), ms_between = numeric(), ms_within = numeric(), F_value = numeric())
for (factor_name in factors2) {
# Initialize an empty data.table to store ANOVA results for each alpha diversity measure
anova <- data.table(factor_name = character(), alpha_index = character(), pvalue = numeric(), df_between = numeric(), df_within = numeric(), ss_between = numeric(), ss_within = numeric(), ms_between = numeric(), ms_within = numeric(), F_value = numeric())
# Iterate through each alpha diversity measure
for (alphad in c("Observed","InvSimpson", "Shannon")) {
# Perform ANOVA
anova_res <- aov(value ~ get(factor_name), data = AD[variable == alphad])
# Extract relevant statistics from ANOVA results
anova_summary <- summary(anova_res)
# Extract p-value from ANOVA results
p_value <- anova_summary[[1]]$`Pr(>F)`[1]
# Extract other statistics
df_between <- anova_summary[[1]]$"Df"[1]
df_within <- anova_summary[[1]]$"Df"[2]
ss_between <- anova_summary[[1]]$"Sum Sq"[1]
ss_within <- anova_summary[[1]]$"Sum Sq"[2]
ms_between <- anova_summary[[1]]$"Mean Sq"[1]
ms_within <- anova_summary[[1]]$"Mean Sq"[2]
F_value <- anova_summary[[1]]$"F value"[1]
# Store statistics in the data.table
anova <- rbind(anova, data.table(factor_name = factor_name, alpha_index = alphad, pvalue = p_value, df_between = df_between, df_within = df_within, ss_between = ss_between, ss_within = ss_within, ms_between = ms_between, ms_within = ms_within, F_value = F_value))
}
# Append ANOVA results for the current factor to the final table
final_anova_table <- rbind(final_anova_table, anova)
}
# Print final ANOVA table
print(knitr::kable(final_anova_table, format = "markdown"))
##
##
## |factor_name |alpha_index | pvalue| df_between| df_within| ss_between| ss_within| ms_between| ms_within| F_value|
## |:-----------|:-----------|---------:|----------:|---------:|------------:|------------:|------------:|------------:|-----------:|
## |Treatment |Observed | 0.0039545| 1| 22| 7812.0416667| 1.658992e+04| 7812.0416667| 754.0871212| 10.3596010|
## |Treatment |InvSimpson | 0.0000000| 1| 22| 442.7294376| 1.726226e+01| 442.7294376| 0.7846481| 564.2395086|
## |Treatment |Shannon | 0.0000144| 1| 22| 0.7326178| 5.253366e-01| 0.7326178| 0.0238789| 30.6805042|
## |Incubation |Observed | 0.0503798| 1| 22| 3978.3750000| 2.042358e+04| 3978.3750000| 928.3446970| 4.2854502|
## |Incubation |InvSimpson | 0.8406549| 1| 22| 0.8638092| 4.591279e+02| 0.8638092| 20.8694494| 0.0413911|
## |Incubation |Shannon | 0.2496659| 1| 22| 0.0751657| 1.182789e+00| 0.0751657| 0.0537631| 1.3980898|
## |Soil |Observed | 0.8699938| 1| 22| 30.3750000| 2.437158e+04| 30.3750000| 1107.7992424| 0.0274192|
## |Soil |InvSimpson | 0.8312045| 1| 22| 0.9708068| 4.590209e+02| 0.9708068| 20.8645858| 0.0465289|
## |Soil |Shannon | 0.6253751| 1| 22| 0.0138667| 1.244088e+00| 0.0138667| 0.0565494| 0.2452140|
write.csv(final_anova_table, "Results/DADS/ITS/final_anova_table_dads.csv", row.names = FALSE)
set.seed(1)
# Estimate alpha diversity
AD <- estimate_richness(dads.ps, measures = c("Observed", "InvSimpson", "Shannon"))
rownames(AD) <- gsub("\\.", "-", rownames(AD))
# Combine richness estimates with sample metadata
AD <- cbind(AD, sample_data(dads_5asv.ps)[rownames(AD), c("Treatment", "Soil", "Incubation")])
variables <- c("Treatment", "Soil", "Incubation")
# Create an empty list to store plots
plots <- list()
# Loop through each variable and create the plot
for (variable in variables) {
p <- plot_richness(dads.ps, x = variable, measures = c("Shannon", "InvSimpson", "Observed")) +
geom_boxplot()
plots[[variable]] <- p
}
# Arrange plots in a grid
plots_arrange <- gridExtra::grid.arrange(
plots[["Treatment"]], plots[["Incubation"]], plots[["Soil"]])
nrow = length(variables)
# Add annotations to the top of each plot
plots_arrange_with_text <- cowplot::ggdraw() +
cowplot::draw_plot(plots_arrange) +
cowplot::draw_plot("Treatment", x = 0.28, y = 0.98) +
cowplot::draw_plot("fire_EP", x = 0.73, y = 0.98)
## Warning in as_grob.default(plot): Cannot convert object of class character into
## a grob.
## Warning in as_grob.default(plot): Cannot convert object of class character into
## a grob.
# Save the arranged plots
ggsave(plots_arrange_with_text, path = "Figures/DADS/ITS", filename = "alpha_diversity_each_factor_dads.pdf",
width = 12, height = 16)
set.seed(1)
# Define your variables of interest
# Define your variables of interest
variables <- c("Treatment", "Soil", "Incubation")
measures <- c("Observed", "InvSimpson", "Shannon")
# Create an empty list to store ANOVA and Tukey's results
tukey_results <- list()
# Loop through each variable and measure
for (variable in variables) {
for (measure in measures) {
# Subset the data for the current variable and measure
data_subset <- AD[, c(variable, measure)]
# Perform ANOVA
formula <- as.formula(paste(measure, "~ ."))
anova_res <- aov(formula, data = data_subset)
# Perform Tukey's post-hoc test
tukey_result <- HSD.test(anova_res, variable)
# Store Tukey's results
print(tukey_result)
}
}
## $statistics
## MSerror Df Mean CV MSD
## 754.0871 22 123.2083 22.28798 23.2497
##
## $parameters
## test name.t ntr StudentizedRange alpha
## Tukey Treatment 2 2.932899 0.05
##
## $means
## Observed std r se Min Max Q25 Q50 Q75
## DADS_treated 105.1667 18.42347 12 7.927206 72 139 94.00 108.0 112.25
## untreated 141.2500 34.18699 12 7.927206 91 202 127.25 136.5 155.00
##
## $comparison
## NULL
##
## $groups
## Observed groups
## untreated 141.2500 a
## DADS_treated 105.1667 b
##
## attr(,"class")
## [1] "group"
## $statistics
## MSerror Df Mean CV MSD
## 0.7846481 22 9.362687 9.460998 0.7499701
##
## $parameters
## test name.t ntr StudentizedRange alpha
## Tukey Treatment 2 2.932899 0.05
##
## $means
## InvSimpson std r se Min Max Q25
## DADS_treated 13.657691 0.9495175 12 0.2557095 12.028569 15.810703 13.234870
## untreated 5.067683 0.8171368 12 0.2557095 3.824675 6.472237 4.557226
## Q50 Q75
## DADS_treated 13.613748 13.923124
## untreated 4.974792 5.402393
##
## $comparison
## NULL
##
## $groups
## InvSimpson groups
## DADS_treated 13.657691 a
## untreated 5.067683 b
##
## attr(,"class")
## [1] "group"
## $statistics
## MSerror Df Mean CV MSD
## 0.02387894 22 2.983979 5.178593 0.130832
##
## $parameters
## test name.t ntr StudentizedRange alpha
## Tukey Treatment 2 2.932899 0.05
##
## $means
## Shannon std r se Min Max Q25
## DADS_treated 3.158695 0.08761666 12 0.04460842 2.990382 3.271692 3.106151
## untreated 2.809263 0.20020288 12 0.04460842 2.476607 3.120095 2.701003
## Q50 Q75
## DADS_treated 3.180529 3.218500
## untreated 2.843233 2.918578
##
## $comparison
## NULL
##
## $groups
## Shannon groups
## DADS_treated 3.158695 a
## untreated 2.809263 b
##
## attr(,"class")
## [1] "group"
## $statistics
## MSerror Df Mean CV MSD
## 1107.799 22 123.2083 27.0141 28.17974
##
## $parameters
## test name.t ntr StudentizedRange alpha
## Tukey Soil 2 2.932899 0.05
##
## $means
## Observed std r se Min Max Q25 Q50 Q75
## madras 124.3333 35.16024 12 9.608153 72 197 104 119.5 143.25
## tulelake 122.0833 31.29467 12 9.608153 91 202 94 120.5 133.75
##
## $comparison
## NULL
##
## $groups
## Observed groups
## madras 124.3333 a
## tulelake 122.0833 a
##
## attr(,"class")
## [1] "group"
## $statistics
## MSerror Df Mean CV MSD
## 20.86459 22 9.362687 48.78703 3.867332
##
## $parameters
## test name.t ntr StudentizedRange alpha
## Tukey Soil 2 2.932899 0.05
##
## $means
## InvSimpson std r se Min Max Q25 Q50
## madras 9.161564 4.207004 12 1.318604 4.632261 13.6419 5.012206 9.240555
## tulelake 9.563809 4.902070 12 1.318604 3.824675 15.8107 5.089873 9.684961
## Q75
## madras 13.38826
## tulelake 13.92312
##
## $comparison
## NULL
##
## $groups
## InvSimpson groups
## tulelake 9.563809 a
## madras 9.161564 a
##
## attr(,"class")
## [1] "group"
## $statistics
## MSerror Df Mean CV MSD
## 0.05654944 22 2.983979 7.969268 0.2013356
##
## $parameters
## test name.t ntr StudentizedRange alpha
## Tukey Soil 2 2.932899 0.05
##
## $means
## Shannon std r se Min Max Q25 Q50
## madras 3.008016 0.1561303 12 0.06864731 2.741737 3.190371 2.895819 3.014909
## tulelake 2.959942 0.2978627 12 0.06864731 2.476607 3.271692 2.766264 3.070114
## Q75
## madras 3.13807
## tulelake 3.21850
##
## $comparison
## NULL
##
## $groups
## Shannon groups
## madras 3.008016 a
## tulelake 2.959942 a
##
## attr(,"class")
## [1] "group"
## $statistics
## MSerror Df Mean CV MSD
## 928.3447 22 123.2083 24.72946 25.79652
##
## $parameters
## test name.t ntr StudentizedRange alpha
## Tukey Incubation 2 2.932899 0.05
##
## $means
## Observed std r se Min Max Q25 Q50 Q75
## aerobic 110.3333 22.58855 12 8.79557 72 140 92.5 113.0 129.75
## anaerobic 136.0833 36.69396 12 8.79557 94 202 109.0 130.5 155.00
##
## $comparison
## NULL
##
## $groups
## Observed groups
## anaerobic 136.0833 a
## aerobic 110.3333 a
##
## attr(,"class")
## [1] "group"
## $statistics
## MSerror Df Mean CV MSD
## 20.86945 22 9.362687 48.79272 3.867782
##
## $parameters
## test name.t ntr StudentizedRange alpha
## Tukey Incubation 2 2.932899 0.05
##
## $means
## InvSimpson std r se Min Max Q25 Q50
## aerobic 9.172971 4.772187 12 1.318757 3.824675 15.81070 4.557226 9.240555
## anaerobic 9.552403 4.354898 12 1.318757 4.899965 14.63794 5.299165 9.618454
## Q75
## aerobic 13.59967
## anaerobic 13.61351
##
## $comparison
## NULL
##
## $groups
## InvSimpson groups
## anaerobic 9.552403 a
## aerobic 9.172971 a
##
## attr(,"class")
## [1] "group"
## $statistics
## MSerror Df Mean CV MSD
## 0.05376312 22 2.983979 7.770456 0.1963129
##
## $parameters
## test name.t ntr StudentizedRange alpha
## Tukey Incubation 2 2.932899 0.05
##
## $means
## Shannon std r se Min Max Q25 Q50
## aerobic 2.928015 0.2932783 12 0.06693475 2.476607 3.271692 2.701003 3.014909
## anaerobic 3.039942 0.1466767 12 0.06693475 2.828753 3.249980 2.895819 3.077033
## Q75
## aerobic 3.183706
## anaerobic 3.138070
##
## $comparison
## NULL
##
## $groups
## Shannon groups
## anaerobic 3.039942 a
## aerobic 2.928015 a
##
## attr(,"class")
## [1] "group"
set.seed(1)
#I used the filtered dataset (removed low abundance counts less than 2)
mapping <- as.data.frame(sample_data(rarefied.ps))
mapping2=mapping[, c("Treatment", "Soil", "Incubation")]
ASV_tables_bray <- phyloseq::distance(rarefied.ps, method = "bray")
df_metadata <- data.frame(sample_data(rarefied.ps))
df_metadata<-df_metadata[, c("Treatment", "Soil", "Incubation")]
pvals <- sapply(colnames(mapping2), function(variable){
#Create formula for adonis()
form1<-as.formula(paste("ASV_tables_bray", variable, sep="~"))
res <- adonis2(form1, data = df_metadata, permutations = 9999)
# extract pvalue from adonis output
pval <- res$`Pr(>F)`[[1]] # we take the first p value which corresponds to the variable of interest
return(pval)
})
#Adjust p_values with fdr correction
pval_adj <- p.adjust(pvals, method = "fdr")
#Find significant variables with lower than 0.05 for their p values
save.pval.adonis0.05_braycurtis <- pval_adj[pval_adj < 0.05]
save.pval.adonis0.05_braycurtis
## Treatment
## 3e-04
print(pval_adj)
## Treatment Soil Incubation
## 0.0003 0.8595 0.8595
set.seed(1)
#I used the filtered dataset (removed low abundance counts less than 2)
mapping <- as.data.frame(sample_data(strat_rel.ps))
mapping2=mapping[, c("Treatment", "Soil", "Incubation")]
ASV_tables_bray <- phyloseq::distance(strat_rel.ps, method = "bray")
df_metadata <- data.frame(sample_data(strat_rel.ps))
df_metadata<-df_metadata[, c("Treatment", "Soil", "Incubation")]
pvals <- sapply(colnames(mapping2), function(variable){
#Create formula for adonis()
form1<-as.formula(paste("ASV_tables_bray", variable, sep="~"))
res <- adonis2(form1, data = df_metadata, permutations = 9999)
# extract pvalue from adonis output
pval <- res$`Pr(>F)`[[1]] # we take the first p value which corresponds to the variable of interest
return(pval)
})
#Adjust p_values with fdr correction
pval_adj <- p.adjust(pvals, method = "fdr")
#Find significant variables with lower than 0.05 for their p values
save.pval.adonis0.05_braycurtis <- pval_adj[pval_adj < 0.05]
save.pval.adonis0.05_braycurtis
## Treatment
## 3e-04
print(pval_adj)
## Treatment Soil Incubation
## 0.0003 0.8568 0.8568
set.seed(1)
# Perform PERMANOVA with interactions
res <- adonis2(ASV_tables_bray ~ Treatment*Incubation*Soil, data = df_metadata, permutations = 9999)
# Extract data from res
res_data <- data.frame(res)
colnames(res_data)[colnames(res_data) == "Pr..F."] <- "pr_f"
# Remove the last two rows (Residual and Total)
res_data <- res_data[-c(nrow(res_data)-1, nrow(res_data)),]
# Add FDR and Bonferroni adjusted p-values
res_data$FDR_adj_p <- p.adjust(res_data$pr_f, method = "fdr")
res_data$Bonferroni_adj_p <- p.adjust(res_data$pr_f, method = "bonferroni")
res_data$Factor <- rownames(res_data)
# Reorder columns
res_data <- res_data[, c("Factor", "Df", "SumOfSqs", "R2", "F", "pr_f", "FDR_adj_p", "Bonferroni_adj_p")]
rownames(res_data) <- NULL
# Perform beta dispersion analysis for main effects
beta_disp_results <- lapply(c("Treatment", "Incubation", "Soil"), function(variable) {
res_betadisper <- betadisper(d = ASV_tables_bray, group = df_metadata[[variable]])
perm_test_res <- permutest(res_betadisper)
pval_betadisper <- perm_test_res$tab$`Pr(>F)`[[1]]
data.frame(Factor = variable, P_Value_BetaDispersion = pval_betadisper)
})
beta_disp_results_df <- do.call(rbind, beta_disp_results)
# Merge PERMANOVA results with beta dispersion results
final_results <- merge(res_data, beta_disp_results_df, by = "Factor", all.x = TRUE)
# Reorder columns
final_results <- final_results[, c("Factor", "Df", "SumOfSqs", "R2", "F", "pr_f", "FDR_adj_p", "Bonferroni_adj_p", "P_Value_BetaDispersion")]
# Print the table
print(final_results, row.names = FALSE)
## Factor Df SumOfSqs R2 F pr_f
## Incubation 1 0.03645245 0.010548843 1.6591243 0.2186
## Incubation:Soil 1 0.01761832 0.005098502 0.8018936 0.3585
## Soil 1 0.02175255 0.006294893 0.9900621 0.2576
## Treatment 1 2.92258791 0.845757096 133.0208655 0.0001
## Treatment:Incubation 1 0.01649443 0.004773262 0.7507397 0.3854
## Treatment:Incubation:Soil 1 0.05019370 0.014525373 2.2845539 0.1545
## Treatment:Soil 1 0.03895407 0.011272776 1.7729848 0.2201
## FDR_adj_p Bonferroni_adj_p P_Value_BetaDispersion
## 0.36064 1e+00 0.664
## 0.38540 1e+00 NA
## 0.36064 1e+00 0.787
## 0.00070 7e-04 0.003
## 0.38540 1e+00 NA
## 0.36064 1e+00 NA
## 0.36064 1e+00 NA
# Save results
write.csv(final_results, file = "Results/DADS/ITS/PERMANOVA_interactions_with_betadisper.csv", row.names = FALSE)
set.seed(1)
# Calculate PERMANOVA
ASV_tables_bray <- phyloseq::distance(strat_rel.ps, method = "bray")
df_metadata <- data.frame(sample_data(strat_rel.ps))
df_metadata <- df_metadata[, c("Treatment", "Soil", "Incubation")]
# Define function to perform PERMANOVA for pairwise combinations of factors
perform_permutation <- function(factor1, factor2) {
interaction <- paste(factor1, factor2, sep = " * ")
res <- adonis2(ASV_tables_bray ~ ., data = df_metadata[, c(factor1, factor2)], permutations = 9999)
return(list(interaction = interaction, p_value = res$`Pr(>F)`[[1]]))
}
# Perform pairwise comparisons between factors
significant_interactions <- sapply(names(df_metadata), function(factor1) {
sapply(names(df_metadata), function(factor2) {
if (factor1 != factor2) {
perform_permutation(factor1, factor2)
} else {
NULL
}
})
}, simplify = "array")
# Filter out NULLs and combine results
significant_interactions <- significant_interactions[!sapply(significant_interactions, is.null)]
# Print significant interactions
print(significant_interactions)
## [[1]]
## [[1]]$interaction
## [1] "Treatment * Soil"
##
## [[1]]$p_value
## [1] 1e-04
##
##
## [[2]]
## [[2]]$interaction
## [1] "Treatment * Incubation"
##
## [[2]]$p_value
## [1] 1e-04
##
##
## [[3]]
## [[3]]$interaction
## [1] "Soil * Treatment"
##
## [[3]]$p_value
## [1] 0.2778
##
##
## [[4]]
## [[4]]$interaction
## [1] "Soil * Incubation"
##
## [[4]]$p_value
## [1] 0.8756
##
##
## [[5]]
## [[5]]$interaction
## [1] "Incubation * Treatment"
##
## [[5]]$p_value
## [1] 0.2322
##
##
## [[6]]
## [[6]]$interaction
## [1] "Incubation * Soil"
##
## [[6]]$p_value
## [1] 0.7171
interactions_df <- do.call(rbind.data.frame, significant_interactions)
print(significant_interactions)
## [[1]]
## [[1]]$interaction
## [1] "Treatment * Soil"
##
## [[1]]$p_value
## [1] 1e-04
##
##
## [[2]]
## [[2]]$interaction
## [1] "Treatment * Incubation"
##
## [[2]]$p_value
## [1] 1e-04
##
##
## [[3]]
## [[3]]$interaction
## [1] "Soil * Treatment"
##
## [[3]]$p_value
## [1] 0.2778
##
##
## [[4]]
## [[4]]$interaction
## [1] "Soil * Incubation"
##
## [[4]]$p_value
## [1] 0.8756
##
##
## [[5]]
## [[5]]$interaction
## [1] "Incubation * Treatment"
##
## [[5]]$p_value
## [1] 0.2322
##
##
## [[6]]
## [[6]]$interaction
## [1] "Incubation * Soil"
##
## [[6]]$p_value
## [1] 0.7171
interactions_df <- do.call(rbind.data.frame, significant_interactions)
adjusted_p_values <- p.adjust(interactions_df$p_value, method = "fdr")
# Add adjusted p-values to the data frame
interactions_df$p_value <- adjusted_p_values
# Extract unique factors
unique_factors <- unique(unlist(strsplit(interactions_df$interaction, " \\* ")))
# Create an empty matrix to store p-values
interaction_matrix <- matrix(NA, nrow = length(unique_factors), ncol = length(unique_factors), dimnames = list(unique_factors, unique_factors))
# Fill the matrix with p-values
for (i in 1:nrow(interactions_df)) {
factors <- unlist(strsplit(interactions_df$interaction[i], " \\* "))
interaction_matrix[factors[1], factors[2]] <- interactions_df$p_value[i]
interaction_matrix[factors[2], factors[1]] <- interactions_df$p_value[i]
}
rownames(interaction_matrix) <- unique_factors
colnames(interaction_matrix) <- unique_factors
# Convert the matrix to a data frame for ggplot
interaction_df <- as.data.frame(as.table(interaction_matrix))
interaction_df <- as.data.frame(as.table(interaction_matrix))
interaction_df$color <- ifelse(is.na(interaction_df$Freq), "gray",
ifelse(interaction_df$Freq <= 0.01, "darkblue",
ifelse(interaction_df$Freq <= 0.05, "lightblue", "white")))
# Plot heatmap with continuous color scale
heatmap <- ggplot(data = interaction_df, aes(x = Var1, y = Var2, fill = color)) +
geom_tile(color = "black") + # Add border for each tile
scale_fill_manual(values = c("gray", "darkblue", "white"),
name = "P-value",
labels = c("NA", "P < 0.01", "P > 0.05"),
na.value = "gray") + # Set manual color scale and legend labels
scale_fill_identity(name = NULL) + # Use identity scale for custom colors
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1, size = 10), # Adjust x-axis text angle and size
axis.text.y = element_text(size = 10), # Adjust y-axis text size
panel.grid = element_blank(), # Remove gridlines
panel.border = element_blank(), # Remove border around the plot
axis.line = element_blank(), # Remove axis lines
legend.position = "bottom", # Position legend at the bottom
legend.direction = "horizontal", # Horizontal legend
legend.key.size = unit(0.5, "cm"), # Adjust legend key size
legend.title = element_blank(), # Remove legend title
legend.text = element_text(size = 8)) # Adjust legend text font size
## Scale for fill is already present.
## Adding another scale for fill, which will replace the existing scale.
# Assign row and column names
heatmap <- heatmap + labs(x = NULL, y = NULL)
# Print heatmap
print(heatmap)
# Save the heatmap as a PDF file
ggsave("Figures/DADS/ITS/permanova_interactions_heatmap_dads.pdf", plot = heatmap, width = 8, height = 6)
We’ll will examine outputs for rarefied data as well as data adjusted by relative abundance We’ll now make ordination plots on data for which we’ve calculated relative abundance
set.seed(1)
#Relative abundance
ps_pcoa3 = ordinate(strat_rel.ps,
method="PCoA",
distance="bray")
plot_3<- plot_ordination(strat_rel.ps,
ps_pcoa3,
color= "Treatment") +
ggtitle("pcoa ordination plot - relative abundance") +
labs(color = "Factor") +
theme(axis.text=element_text(size=14), axis.title=element_text(size=14), title = element_text(size=13), legend.text = element_text(size = 18))
plot_ellipses<-plot_3 +
stat_ellipse(type = "norm", linetype = 2) +
theme_bw()
plot_ellipses
#Export pcoa coordinates per sample
write.csv(ps_pcoa3[["points"]], file="Results/DADS/ITS/ITS_pcoa_coordinates_persample.csv",row.names = TRUE)
res <- adonis2(ASV_tables_bray~Treatment*Incubation*Soil, data = df_metadata, permutations = 9999)
res
## Permutation test for adonis under reduced model
## Terms added sequentially (first to last)
## Permutation: free
## Number of permutations: 9999
##
## adonis2(formula = ASV_tables_bray ~ Treatment * Incubation * Soil, data = df_metadata, permutations = 9999)
## Df SumOfSqs R2 F Pr(>F)
## Treatment 1 2.9226 0.84576 133.0209 0.0001 ***
## Incubation 1 0.0365 0.01055 1.6591 0.2186
## Soil 1 0.0218 0.00629 0.9901 0.2576
## Treatment:Incubation 1 0.0165 0.00477 0.7507 0.3854
## Treatment:Soil 1 0.0390 0.01127 1.7730 0.2201
## Incubation:Soil 1 0.0176 0.00510 0.8019 0.3585
## Treatment:Incubation:Soil 1 0.0502 0.01453 2.2846 0.1545
## Residual 16 0.3515 0.10173
## Total 23 3.4556 1.00000
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
pval=res$`Pr(>F)`[2]
pval_adj <- p.adjust(pval, method = "fdr")
print(pval_adj)
## [1] 0.2186
Now, we’ll look at ordination plot (rel abundance dataset), with incubation factor
set.seed(1)
#Relative abundance
ps_pcoa3 = ordinate(strat_rel.ps,
method="PCoA",
distance="bray")
plot_4<- plot_ordination(strat_rel.ps,
ps_pcoa3,
labs(color = "Factor"),
color= "Incubation") +
ggtitle("pcoa ordination plot - relative abundance") +
theme(axis.text=element_text(size=14), axis.title=element_text(size=14), title = element_text(size=13), legend.text = element_text(size = 18))
## Warning in plot_ordination(strat_rel.ps, ps_pcoa3, labs(color = "Factor"), : type argument not supported. `type` set to 'samples'.
## See `plot_ordination('list')`
plot_ellipses<-plot_4 +
stat_ellipse(type = "norm", linetype = 2) +
theme_bw()
plot_ellipses
Now, we’ll look at ordination plot rel abundance-with Soil factor
set.seed(1)
#Relative abundance
ps_pcoa3 = ordinate(strat_rel.ps,
method="PCoA",
distance="bray")
plot_4<- plot_ordination(strat_rel.ps,
ps_pcoa3,
labs(color = "Factor"),
color= "Soil") +
ggtitle("pcoa ordination plot - relative abundance") +
theme(axis.text=element_text(size=14), axis.title=element_text(size=14), title = element_text(size=13), legend.text = element_text(size = 18))
## Warning in plot_ordination(strat_rel.ps, ps_pcoa3, labs(color = "Factor"), : type argument not supported. `type` set to 'samples'.
## See `plot_ordination('list')`
plot_ellipses<-plot_4 +
stat_ellipse(type = "norm", linetype = 2) +
theme_bw()
plot_ellipses
sample.data.table <- function(ps) {
as(sample_data(ps), "data.frame") %>%
as.data.table(keep.rownames = "Sample") %>%
setkey(Sample) %>%
return()
}
asv.data.table <- function(ps) {
if (taxa_are_rows(ps)) {
otu.mat <- t(as(otu_table(ps), "matrix"))
} else {
otu.mat <- as(otu_table(ps), "matrix")
}
return(as.data.table(otu.mat, keep.rownames = "Sample") %>% setkey(Sample))
}
cat.n <- function(x) cat(x, sep = "\n")
dads.data <- sample.data.table(dads_5asv.ps)
dads.asvs <- asv.data.table(dads_5asv.ps)
dads.asv.ids <- taxa_names(dads_5asv.ps)
dads.dt <- dads.data[dads.asvs]
#Let's adjust treatment factor so order is in line with metacoder outputs
dads_5asv.ps@sam_data$Treatment <- factor(dads_5asv.ps@sam_data$Treatment,
levels = c("DADS_treated","untreated"))
set.seed(1)
wilcox.tests <- lapply(dads.asv.ids, function(asv) {
frm <- paste(asv, "~ Treatment") # this combined with the as.formula() function below makes it possible to generate formulas in R programmatically
return(
wilcox.test(as.formula(frm), data = dads.dt)
)
})
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 447L, 440L, 748L, 965L, 329L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(73L, 36L, 49L, 70L, 70L, 165L, 28L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(746L, 570L, 436L, 283L, 425L, 926L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(141L, 0L, 0L, 0L, 91L, 113L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(53L, 48L, 69L, 45L, 157L, 213L, 30L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 121L, 0L, 97L, 83L, 240L, 63L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(548L, 606L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(809L, 807L, 480L, 654L, 1113L, 1836L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1253L, 667L, 903L, 694L, 745L, 1262L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1396L, 634L, 591L, 876L, 927L, 1473L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 7L, 0L, 0L, 18L, 0L, 0L, 4L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1192L, 550L, 992L, 241L, 216L, 1220L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(749L, 312L, 331L, 268L, 292L, 573L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(203L, 0L, 82L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(86L, 58L, 0L, 0L, 90L, 218L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1122L, 397L, 424L, 360L, 512L, 994L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(515L, 240L, 398L, 119L, 551L, 609L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(612L, 383L, 297L, 389L, 369L, 687L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(941L, 354L, 239L, 214L, 293L, 698L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(282L, 165L, 0L, 256L, 361L, 920L, 203L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(305L, 544L, 318L, 100L, 447L, 0L, 135L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(246L, 226L, 235L, 323L, 396L, 683L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(388L, 193L, 341L, 278L, 277L, 529L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(377L, 261L, 180L, 204L, 323L, 472L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(350L, 253L, 205L, 134L, 330L, 373L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(408L, 353L, 259L, 164L, 235L, 475L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(168L, 166L, 121L, 59L, 89L, 222L, 75L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(698L, 212L, 176L, 101L, 309L, 296L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(338L, 227L, 0L, 246L, 264L, 471L, 198L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(316L, 241L, 212L, 97L, 308L, 259L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(190L, 93L, 129L, 68L, 74L, 174L, 76L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(240L, 151L, 85L, 39L, 0L, 1462L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(425L, 116L, 277L, 94L, 195L, 278L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 26L, 0L, 22L, 0L, 0L, 25L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(296L, 194L, 211L, 112L, 135L, 285L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(305L, 119L, 148L, 47L, 116L, 184L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 16L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(439L, 171L, 147L, 58L, 129L, 208L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(404L, 163L, 127L, 109L, 144L, 202L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(631L, 0L, 0L, 0L, 0L, 0L, 162L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(346L, 141L, 172L, 89L, 117L, 273L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 8L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(113L, 163L, 91L, 48L, 227L, 266L, 73L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(284L, 112L, 133L, 120L, 148L, 272L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(170L, 117L, 130L, 66L, 123L, 250L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(73L, 55L, 37L, 19L, 37L, 54L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(84L, 45L, 108L, 49L, 61L, 78L, 28L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(132L, 0L, 94L, 84L, 113L, 144L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(238L, 104L, 108L, 54L, 86L, 241L, 76L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(242L, 68L, 115L, 51L, 83L, 164L, 116L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(9L, 9L, 0L, 10L, 6L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(158L, 72L, 161L, 48L, 100L, 179L, 71L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 1162L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(241L, 97L, 76L, 58L, 78L, 238L, 44L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(222L, 88L, 92L, 0L, 76L, 111L, 111L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(57L, 57L, 129L, 14L, 59L, 123L, 144L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(404L, 160L, 215L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(170L, 105L, 115L, 0L, 75L, 138L, 53L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(38L, 42L, 78L, 10L, 247L, 0L, 20L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(86L, 54L, 54L, 50L, 54L, 110L, 51L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 11L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 110L, 0L, 0L, 0L, 94L, 0L, 32L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(41L, 61L, 39L, 0L, 55L, 139L, 35L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(140L, 21L, 42L, 116L, 70L, 77L, 20L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(79L, 47L, 48L, 0L, 41L, 66L, 32L, 32L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(44L, 43L, 74L, 49L, 55L, 51L, 62L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(88L, 75L, 49L, 79L, 43L, 47L, 70L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 18L, 34L, 153L, 0L, 168L, 12L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 598L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 35L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(169L, 55L, 44L, 30L, 35L, 44L, 40L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 27L, 15L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(94L, 63L, 55L, 47L, 61L, 72L, 44L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(68L, 41L, 46L, 83L, 49L, 0L, 40L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(118L, 0L, 0L, 0L, 0L, 253L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(74L, 57L, 23L, 29L, 64L, 69L, 62L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(84L, 0L, 0L, 87L, 72L, 104L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(60L, 0L, 15L, 53L, 15L, 22L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(114L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 24L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 27L, 0L, 19L, 59L, 70L, 0L, 41L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(80L, 0L, 44L, 0L, 35L, 77L, 34L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(116L, 0L, 5L, 20L, 0L, 0L, 0L, 114L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(355L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(69L, 68L, 52L, 0L, 0L, 77L, 36L, 25L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 296L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(23L, 0L, 19L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(45L, 37L, 35L, 0L, 30L, 48L, 25L, 20L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 288L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 24L, 0L, 6L, 19L, 51L, 0L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 25L, 132L, 40L, 0L, 16L, 24L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 174L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 38L, 0L, 0L, 0L, 0L, 17L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(82L, 38L, 0L, 0L, 0L, 40L, 50L, 19L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(81L, 0L, 88L, 49L, 0L, 0L, 40L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(146L, 10L, 26L, 7L, 0L, 9L, 0L, 11L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(36L, 20L, 39L, 11L, 18L, 27L, 23L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(48L, 41L, 39L, 0L, 11L, 22L, 0L, 16L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(59L, 26L, 29L, 0L, 0L, 46L, 15L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(22L, 48L, 58L, 0L, 23L, 65L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(173L, 0L, 0L, 43L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(22L, 0L, 0L, 15L, 0L, 31L, 13L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 212L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(47L, 0L, 0L, 0L, 0L, 18L, 0L, 17L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(177L, 0L, 0L, 0L, 0L, 0L, 34L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(46L, 32L, 29L, 0L, 0L, 37L, 19L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 10L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(36L, 13L, 15L, 20L, 0L, 43L, 21L, 13L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 72L, 0L, 0L, 0L, 0L, 0L, 20L, 98L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 29L, 1L, 1L, 0L, 0L, 0L, 7L, 37L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(49L, 37L, 34L, 14L, 0L, 0L, 21L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 13L, 0L, 0L, 0L, 123L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(85L, 26L, 0L, 0L, 33L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 13L, 30L, 13L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(27L, 66L, 0L, 0L, 0L, 16L, 20L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 32L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 40L, 0L, 0L, 132L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(118L, 0L, 0L, 0L, 0L, 64L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(48L, 0L, 0L, 0L, 0L, 35L, 19L, 19L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(173L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(29L, 18L, 0L, 0L, 24L, 10L, 29L, 39L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(27L, 23L, 18L, 13L, 0L, 0L, 10L, 30L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(47L, 25L, 29L, 0L, 0L, 32L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(51L, 0L, 0L, 17L, 0L, 0L, 0L, 0L, 45L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(22L, 0L, 14L, 14L, 34L, 28L, 7L, 10L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 6L, 0L, 14L, 60L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(34L, 8L, 11L, 8L, 19L, 22L, 6L, 12L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 146L, 0L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 65L, 9L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(37L, 10L, 21L, 13L, 11L, 31L, 10L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(31L, 27L, 22L, 13L, 0L, 43L, 0L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(30L, 24L, 13L, 0L, 18L, 26L, 15L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 24L, 12L, 11L, 7L, 17L, 13L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(30L, 39L, 0L, 0L, 0L, 42L, 28L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 11L, 0L, 0L, 20L, 9L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(30L, 0L, 29L, 0L, 0L, 0L, 43L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 71L, 20L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(23L, 9L, 4L, 5L, 15L, 21L, 14L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(17L, 30L, 0L, 12L, 0L, 45L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(40L, 0L, 52L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 15L, 0L, 0L, 17L, 41L, 21L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 33L, 0L, 14L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(11L, 29L, 8L, 0L, 16L, 0L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 99L, 0L, 0L, 0L, 31L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 129L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(35L, 0L, 0L, 0L, 17L, 57L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 9L, 0L, 0L, 56L, 12L, 0L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 88L, 19L, 0L, 0L, 0L, 14L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(58L, 19L, 22L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 93L, 0L, 0L, 0L, 21L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 42L, 21L, 39L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(36L, 0L, 36L, 0L, 39L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 35L, 0L, 9L, 0L, 0L, 0L, 19L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 17L, 19L, 0L, 0L, 20L, 12L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(4L, 0L, 13L, 0L, 3L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 51L, 40L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 26L, 8L, 7L, 8L, 12L, 0L, 24L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 31L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 101L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(20L, 0L, 0L, 0L, 0L, 9L, 6L, 28L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(19L, 0L, 0L, 0L, 0L, 28L, 15L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 11L, 6L, 0L, 8L, 13L, 4L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(38L, 19L, 0L, 0L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 11L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 0L, 0L, 0L, 82L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(26L, 12L, 0L, 8L, 19L, 5L, 13L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 11L, 0L, 11L, 37L, 29L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(18L, 0L, 14L, 0L, 17L, 8L, 27L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 83L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 83L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(34L, 0L, 0L, 0L, 0L, 32L, 0L, 0L, 16L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 44L, 0L, 0L, 0L, 38L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(13L, 8L, 0L, 0L, 9L, 23L, 6L, 8L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(48L, 0L, 0L, 0L, 32L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(27L, 13L, 22L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 26L, 53L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(17L, 0L, 0L, 0L, 0L, 17L, 0L, 10L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 14L, 14L, 10L, 14L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(56L, 0L, 0L, 0L, 20L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 21L, 23L, 6L, 5L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 29L, 0L, 16L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(11L, 9L, 15L, 0L, 7L, 16L, 4L, 5L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(70L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(69L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 31L, 0L, 0L, 0L, 0L, 0L, 0L, 37L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(14L, 41L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 20L, 0L, 0L, 0L, 46L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 66L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 12L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(28L, 0L, 0L, 18L, 0L, 0L, 0L, 17L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 20L, 14L, 28L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 61L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 31L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 8L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(37L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 26L, 17L, 0L, 10L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 59L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 41L, 8L, 7L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(34L, 20L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 9L, 0L, 0L, 13L, 30L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 52L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 52L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 19L, 0L, 0L, 0L, 30L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 6L, 0L, 16L, 9L, 0L, 12L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 14L, 18L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(18L, 0L, 0L, 0L, 0L, 28L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 9L, 0L, 0L, 0L, 0L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 44L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 44L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 44L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 44L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(11L, 12L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 31L, 0L, 4L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 43L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 43L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 5L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 42L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(23L, 18L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 13L, 0L, 0L, 0L, 9L, 0L, 6L, 4L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(40L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 40L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 0L, 0L, 0L, 0L, 17L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(5L, 0L, 0L, 0L, 0L, 16L, 17L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 37L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 0L, 0L, 0L, 19L, 0L, 0L, 10L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 15L, 0L, 9L, 12L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 35L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 35L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 19L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 17L, 0L, 0L, 5L, 5L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 5L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 32L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 10L, 4L, 10L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 0L, 0L, 0L, 0L, 19L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1L, 0L, 0L, 1L, 0L, 0L, 0L, 0L, 1L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 31L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 31L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 31L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(19L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(10L, 0L, 0L, 0L, 0L, 7L, 6L, 0L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 20L, 0L, 9L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(14L, 0L, 8L, 0L, 6L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 22L, 0L, 0L, 0L, 0L, 5L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 8L, 0L, 0L, 0L, 0L, 5L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 27L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 18L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 7L, 0L, 0L, 0L, 0L, 4L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 14L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 25L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 14L, 0L, 4L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 25L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 12L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 25L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 0L, 0L, 0L, 0L, 12L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(24L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(18L, 0L, 0L, 0L, 0L, 0L, 0L, 6L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(13L, 0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(11L, 0L, 0L, 6L, 0L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 24L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 24L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 23L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 23L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(5L, 0L, 0L, 0L, 4L, 13L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(22L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 22L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 22L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 22L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 15L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 0L, 13L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 21L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 21L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(16L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 4L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 11L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 8L, 0L, 7L, 0L, 0L, 5L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 8L, 4L, 8L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 20L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(19L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 4L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 8L, 0L, 9L, 0L, 2L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 19L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 19L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 12L, 0L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(9L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 18L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 18L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 17L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 17L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 16L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 16L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 16L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 16L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 16L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 2L, 0L, 0L, 0L, 0L, 0L, 0L, 4L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 15L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 15L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 12L, 0L, 0L, 0L, 3L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 10L, 0L, 0L, 5L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 12L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 8L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 15L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 0L, 0L, 0L, 0L, 0L, 2L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(14L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 4L, 0L, 0L, 0L, 0L, 6L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 14L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 14L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 14L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 13L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 7L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 2L, 0L, 0L, 0L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 13L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 13L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 13L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 5L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 12L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 12L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 4L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 11L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 6L, 0L, 0L, 0L, 5L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 11L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 11L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 11L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(10L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 10L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 4L, 0L, 0L, 0L, 0L, 6L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 10L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 10L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(2L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 8L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 8L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 8L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 8L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 6L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 6L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 6L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 6L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 6L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
dads.raw.pvals <- sapply(wilcox.tests, function(mod) {return(mod$p.value)})
dads.fdr.pvals <- p.adjust(dads.raw.pvals, method = "fdr")
paste("Significant associations:", length(dads.fdr.pvals[dads.fdr.pvals <= 0.05])) %>%
cat.n()
## Significant associations: 151
dads.raw.pvals <- sapply(wilcox.tests, function(mod) mod$p.value)
dads.fdr.pvals <- p.adjust(dads.raw.pvals, method = "fdr")
# Create data table of significant results
dads.wilcox.dt <- data.table(
ASV = dads.asv.ids,
P_Value = dads.raw.pvals,
Adjusted_P_Value = dads.fdr.pvals
)
dads.wilcox.dt <- dads.wilcox.dt[order(Adjusted_P_Value)]
# Filter rows where Adjusted_P_Value < 0.05
dads.wilcox.dt <- dads.wilcox.dt[Adjusted_P_Value < 0.05]
# Optionally, merge taxonomic information if available
tax_table <- as.data.frame(tax_table(dads_5asv.ps))
tax_table$ASV_id <- rownames(tax_table)
dads.wilcox.dt <- merge(dads.wilcox.dt, tax_table, by.x = "ASV", by.y = "ASV_id", all.x = TRUE)
# Export to CSV
write.csv(dads.wilcox.dt, file = "Results/DADS/ITS/wilcox_treat_vs_untreat_dads.csv", row.names = FALSE)
set.seed(1)
dads.deseq <- phyloseq_to_deseq2(dads_5asv.ps, ~ Treatment) # this function does all the heavy lifting for us to turn a phyloseq object into a DESeq2 object
## converting counts to integer mode
#This was required so DESEQ doesn't error out (there are several approaches, but the deseq developer recommended this most recently, if going from phyloseq to deseq option)
dads.dds <- estimateSizeFactors(dads.deseq, type = 'poscounts')
dads.dds = DESeq(dads.dds)
## using pre-existing size factors
## estimating dispersions
## gene-wise dispersion estimates
## mean-dispersion relationship
## final dispersion estimates
## fitting model and testing
## -- replacing outliers and refitting for 223 genes
## -- DESeq argument 'minReplicatesForReplace' = 7
## -- original counts are preserved in counts(dds)
## estimating dispersions
## fitting model and testing
dads.res.dt <- results(dads.dds) %>% as.data.table(keep.rownames = "ASV")
## Warning in .local(x, row.names, optional, ...): Arguments in '...' ignored
dads.sig.dt <- dads.res.dt[padj <= 0.05]
dads.sig.dt = cbind(as(dads.sig.dt, "data.frame"), as(tax_table(dads_5asv.ps)[dads.sig.dt$ASV, ], "matrix"))
dads.sig.dt <- dads.sig.dt %>%
mutate(across(everything(), ~ifelse(is.na(.), "Unclassified", .)))
write.csv(dads.sig.dt, file="Results/DADS/ITS/deseq_trt_dads.csv",row.names = TRUE)
# Now, let's create the plot
deseqplot2 <- ggplot(dads.sig.dt, aes(y = reorder(ASV, log2FoldChange), x = log2FoldChange, fill = Phylum)) +
geom_vline(xintercept = 0.0, color = "gray", size = 0.5, linetype = "dashed") +
geom_bar(stat = "identity", position = "dodge", width = 0.8) +
scale_fill_viridis(discrete = TRUE, option = "D") + # Color-blind friendly palette
#scale_x_continuous(breaks = pretty_breaks(n = 10)) + # Prettier x-axis breaks
labs(x = "Log2 Fold Change",
y = "ASV",
title = "Differential Abundance Analysis: Treatment")
theme_minimal() +
theme(
axis.text.y = element_text(size = 8),
axis.title = element_text(face = "bold"),
legend.position = "right",
legend.title = element_text(face = "bold"),
plot.title = element_text(size = 16, face = "bold"),
plot.subtitle = element_text(size = 12),
panel.grid.major.y = element_blank(),
panel.grid.minor = element_blank()
)
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## [list output truncated]
## - attr(*, "class")= chr [1:2] "theme" "gg"
## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUE
# Save the plot
ggsave("Figures/DADS/ITS/Deseq_treatment_barplot_dads_ASV.pdf", deseqplot2, width=40, height=40)
# Display the plot
print(deseqplot2)
# Merge the tables based on ASV
merged_table <- inner_join(dads.sig.dt, dads.wilcox.dt, by = "ASV")
# Select and rename columns in one step
final_table <- merged_table %>%
mutate(
deseq_pvalue = pvalue,
deseq_padj = padj,
wilcox_pvalue = P_Value,
wilcox_padj = Adjusted_P_Value,
Kingdom = Kingdom.x,
Phylum = Phylum.x,
Class = Class.x,
Order = Order.x,
Family = Family.x,
Genus = Genus.x,
Species = Species.x
) %>%
select(
ASV, log2FoldChange, deseq_pvalue, deseq_padj, wilcox_pvalue, wilcox_padj,
Kingdom, Phylum, Class, Order, Family, Genus, Species
)
# Save the final table as CSV
write.csv(final_table, "Results/DADS/ITS/merged_deseq_trt_wilcoxon_results.csv", row.names = FALSE)
print(paste("Number of ASVs in the final table:", nrow(final_table)))
## [1] "Number of ASVs in the final table: 145"
merged_plot <- ggplot(final_table, aes(y = reorder(ASV, log2FoldChange), x = log2FoldChange, fill = Genus)) +
geom_vline(xintercept = 0.0, color = "gray", size = 0.5, linetype = "dashed") +
geom_bar(stat = "identity", position = "dodge", width = 0.8) +
scale_fill_viridis(discrete = TRUE, option = "D") + # Color-blind friendly palette
#scale_x_continuous(breaks = pretty_breaks(n = 10)) + # Prettier x-axis breaks
labs(x = "Log2 Fold Change",
y = "ASV",
title = "Merged DESEQ2 and Wilcoxon Rank Sum Analyses-Treatment")
theme_minimal() +
theme(
axis.text.y = element_text(size = 8),
axis.title = element_text(face = "bold"),
legend.position = "right",
legend.title = element_text(face = "bold"),
plot.title = element_text(size = 16, face = "bold"),
plot.subtitle = element_text(size = 12),
panel.grid.major.y = element_blank(),
panel.grid.minor = element_blank()
)
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# Save the plot
ggsave("Figures/DADS/ITS/Deseq_merged_trt_barplot_dads_ASV.pdf", merged_plot, height=30, width=40)
# Display the plot
print(merged_plot)
set.seed(1)
wilcox.tests <- lapply(dads.asv.ids, function(asv) {
frm <- paste(asv, "~ Soil") # this combined with the as.formula() function below makes it possible to generate formulas in R programmatically
return(
wilcox.test(as.formula(frm), data = dads.dt)
)
})
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 2426L, 2173L, 2942L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 2964L, 1268L, 2168L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 447L, 2284L, 2083L, 3620L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(73L, 36L, 49L, 4659L, 1039L, 1757L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 5L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(746L, 570L, 436L, 700L, 456L, 755L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(141L, 0L, 0L, 1314L, 1119L, 1319L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(53L, 48L, 69L, 675L, 0L, 670L, 30L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 121L, 0L, 1176L, 937L, 1738L, 63L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(548L, 606L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(809L, 807L, 480L, 0L, 0L, 0L, 467L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1253L, 667L, 903L, 14L, 6L, 0L, 511L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1396L, 634L, 591L, 14L, 0L, 30L, 525L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 7L, 396L, 358L, 696L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1192L, 550L, 992L, 101L, 0L, 140L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 224L, 515L, 1363L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(749L, 312L, 331L, 0L, 0L, 0L, 285L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(203L, 0L, 82L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(86L, 58L, 0L, 566L, 0L, 393L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1122L, 397L, 424L, 0L, 0L, 0L, 345L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 13L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(515L, 240L, 398L, 0L, 0L, 0L, 1401L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(612L, 383L, 297L, 0L, 0L, 0L, 304L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 120L, 159L, 52L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(941L, 354L, 239L, 0L, 0L, 0L, 340L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 3552L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(282L, 165L, 0L, 77L, 0L, 95L, 203L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(305L, 544L, 318L, 0L, 58L, 0L, 135L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(246L, 226L, 235L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 109L, 85L, 397L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 527L, 558L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(388L, 193L, 341L, 0L, 0L, 0L, 187L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 186L, 240L, 510L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 308L, 226L, 286L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(377L, 261L, 180L, 0L, 0L, 0L, 175L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(350L, 253L, 205L, 0L, 0L, 0L, 229L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(408L, 353L, 259L, 0L, 0L, 0L, 201L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 216L, 180L, 208L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(168L, 166L, 121L, 119L, 67L, 75L, 75L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(698L, 212L, 176L, 0L, 0L, 0L, 145L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(338L, 227L, 0L, 0L, 0L, 0L, 198L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(316L, 241L, 212L, 0L, 17L, 0L, 111L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(190L, 93L, 129L, 76L, 112L, 117L, 76L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(240L, 151L, 85L, 0L, 0L, 0L, 0L, 54L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(425L, 116L, 277L, 0L, 0L, 0L, 183L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 26L, 0L, 0L, 0L, 0L, 25L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(296L, 194L, 211L, 0L, 0L, 0L, 202L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(305L, 119L, 148L, 5L, 14L, 11L, 82L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 147L, 306L, 200L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 93L, 163L, 223L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(439L, 171L, 147L, 0L, 0L, 0L, 145L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 208L, 153L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 39L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 776L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 276L, 184L, 173L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(404L, 163L, 127L, 0L, 0L, 0L, 113L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(631L, 0L, 0L, 0L, 0L, 0L, 162L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(346L, 141L, 172L, 0L, 0L, 0L, 135L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 63L, 0L, 122L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(113L, 163L, 91L, 0L, 0L, 0L, 73L, 94L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(284L, 112L, 133L, 0L, 0L, 0L, 62L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 11L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(170L, 117L, 130L, 0L, 0L, 0L, 119L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(73L, 55L, 37L, 89L, 134L, 113L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(84L, 45L, 108L, 147L, 212L, 43L, 28L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(132L, 0L, 94L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 194L, 0L, 156L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(238L, 104L, 108L, 0L, 0L, 0L, 76L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(242L, 68L, 115L, 0L, 0L, 0L, 116L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(9L, 9L, 0L, 130L, 45L, 110L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(158L, 72L, 161L, 0L, 0L, 0L, 71L, 93L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 112L, 0L, 107L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(241L, 97L, 76L, 0L, 0L, 0L, 44L, 46L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 9L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(222L, 88L, 92L, 0L, 0L, 0L, 111L, 35L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(57L, 57L, 129L, 0L, 0L, 0L, 144L, 57L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(404L, 160L, 215L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(170L, 105L, 115L, 0L, 0L, 0L, 53L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 99L, 0L, 71L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(38L, 42L, 78L, 0L, 0L, 0L, 20L, 59L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(86L, 54L, 54L, 0L, 0L, 0L, 51L, 38L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 156L, 136L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 110L, 0L, 47L, 0L, 30L, 0L, 32L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 133L, 71L, 38L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 43L, 0L, 99L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(41L, 61L, 39L, 0L, 0L, 0L, 35L, 121L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(140L, 21L, 42L, 0L, 0L, 0L, 20L, 13L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(79L, 47L, 48L, 0L, 0L, 14L, 32L, 32L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(44L, 43L, 74L, 6L, 0L, 0L, 62L, 40L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(88L, 75L, 49L, 0L, 0L, 0L, 70L, 36L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 18L, 34L, 0L, 0L, 0L, 12L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 35L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(169L, 55L, 44L, 0L, 0L, 0L, 40L, 29L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 39L, 23L, 19L, 15L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(94L, 63L, 55L, 0L, 0L, 0L, 44L, 38L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(68L, 41L, 46L, 0L, 0L, 0L, 40L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 87L, 20L, 48L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(118L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 137L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(74L, 57L, 23L, 0L, 0L, 0L, 62L, 72L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 124L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 100L, 1L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(84L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 34L, 0L, 107L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(60L, 0L, 15L, 0L, 0L, 0L, 0L, 0L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 40L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(114L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 78L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 19L, 36L, 42L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 24L, 318L, 17L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 24L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 27L, 0L, 0L, 0L, 0L, 0L, 41L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(80L, 0L, 44L, 0L, 0L, 0L, 34L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(116L, 0L, 5L, 0L, 0L, 0L, 0L, 114L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(355L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(69L, 68L, 52L, 0L, 0L, 0L, 36L, 25L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(23L, 0L, 19L, 0L, 8L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(45L, 37L, 35L, 0L, 0L, 0L, 25L, 20L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 16L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 24L, 0L, 0L, 86L, 21L, 0L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 25L, 0L, 0L, 0L, 16L, 24L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 174L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 43L, 41L, 43L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 38L, 21L, 0L, 46L, 0L, 17L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(82L, 38L, 0L, 0L, 0L, 0L, 50L, 19L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(81L, 0L, 88L, 0L, 0L, 0L, 40L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(146L, 10L, 26L, 0L, 0L, 0L, 0L, 11L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 10L, 24L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(36L, 20L, 39L, 0L, 0L, 0L, 23L, 21L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 167L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 31L, 18L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 39L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 26L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 60L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(48L, 41L, 39L, 0L, 0L, 0L, 0L, 16L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 0L, 0L, 119L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(59L, 26L, 29L, 0L, 0L, 0L, 15L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(22L, 48L, 58L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(173L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(22L, 0L, 0L, 0L, 0L, 0L, 13L, 0L, 24L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 212L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(47L, 0L, 0L, 0L, 0L, 0L, 0L, 17L, 12L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(177L, 0L, 0L, 0L, 0L, 0L, 34L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(46L, 32L, 29L, 0L, 0L, 0L, 19L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 15L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 10L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(36L, 13L, 15L, 0L, 0L, 0L, 21L, 13L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 186L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 72L, 0L, 0L, 0L, 0L, 0L, 20L, 98L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 29L, 1L, 0L, 0L, 0L, 0L, 7L, 37L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(49L, 37L, 34L, 0L, 0L, 0L, 21L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 13L, 0L, 0L, 0L, 0L, 0L, 7L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(85L, 26L, 0L, 0L, 0L, 0L, 0L, 0L, 48L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 26L, 9L, 0L, 13L, 9L, 23L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(27L, 66L, 0L, 0L, 0L, 0L, 20L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 87L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 132L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 21L, 31L, 31L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(118L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 182L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(48L, 0L, 0L, 0L, 0L, 0L, 19L, 19L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(173L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(29L, 18L, 0L, 0L, 0L, 0L, 29L, 39L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 178L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(27L, 23L, 18L, 0L, 0L, 0L, 10L, 30L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(47L, 25L, 29L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(51L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 45L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 57L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 14L, 19L, 18L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 54L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(22L, 0L, 14L, 0L, 0L, 0L, 7L, 10L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 20L, 39L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 6L, 0L, 35L, 39L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 14L, 21L, 12L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 51L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(34L, 8L, 11L, 0L, 0L, 0L, 6L, 12L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 65L, 0L, 33L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 12L, 0L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(37L, 10L, 21L, 0L, 0L, 0L, 10L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(31L, 27L, 22L, 0L, 0L, 0L, 0L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(30L, 24L, 13L, 0L, 0L, 0L, 15L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 24L, 12L, 0L, 0L, 0L, 13L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(30L, 39L, 0L, 0L, 0L, 0L, 28L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 11L, 17L, 11L, 0L, 9L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(30L, 0L, 29L, 0L, 0L, 0L, 43L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(23L, 9L, 4L, 0L, 0L, 0L, 14L, 8L, 3L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 10L, 7L, 10L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(17L, 30L, 0L, 0L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(40L, 0L, 52L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 15L, 0L, 0L, 0L, 0L, 21L, 0L, 20L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 33L, 2L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(11L, 29L, 8L, 7L, 0L, 0L, 0L, 7L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 31L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 82L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(35L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 108L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 14L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 5L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(58L, 19L, 22L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 93L, 0L, 0L, 0L, 21L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 27L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(36L, 0L, 36L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 35L, 0L, 0L, 0L, 0L, 0L, 19L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 17L, 19L, 0L, 0L, 0L, 12L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(4L, 0L, 13L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 34L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 51L, 40L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 28L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 26L, 8L, 0L, 0L, 0L, 0L, 24L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 31L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 5L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 101L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(20L, 0L, 0L, 0L, 0L, 0L, 6L, 28L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 72L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(19L, 0L, 0L, 0L, 0L, 0L, 15L, 0L, 35L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 11L, 0L, 16L, 0L, 13L, 4L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(38L, 19L, 0L, 0L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 33L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(26L, 12L, 0L, 0L, 0L, 0L, 13L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 11L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 20L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 11L, 0L, 13L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(18L, 0L, 14L, 0L, 0L, 0L, 27L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 83L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(34L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 16L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 44L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(13L, 8L, 0L, 0L, 0L, 0L, 6L, 8L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(48L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 11L, 0L, 20L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 80L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(27L, 13L, 22L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(17L, 0L, 0L, 0L, 0L, 0L, 0L, 10L, 10L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 14L, 0L, 0L, 0L, 0L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(56L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 21L, 23L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 14L, 6L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 8L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 37L, 10L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 16L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 15L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(11L, 9L, 15L, 0L, 0L, 0L, 4L, 5L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(70L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(69L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 33L, 14L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 31L, 0L, 0L, 0L, 0L, 0L, 0L, 37L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(14L, 41L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 20L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 66L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(28L, 0L, 0L, 0L, 0L, 0L, 0L, 17L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 61L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 9L, 0L, 10L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 28L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 8L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(37L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 8L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 10L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 18L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 41L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(34L, 20L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 9L, 0L, 0L, 0L, 30L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 52L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 19L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 6L, 0L, 0L, 0L, 0L, 12L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 4L, 9L, 5L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 47L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(18L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(11L, 12L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 31L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 43L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 43L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 43L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 17L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 20L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 4L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 42L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(23L, 18L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 17L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 13L, 0L, 0L, 0L, 0L, 0L, 6L, 4L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(40L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 40L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 21L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 40L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(5L, 0L, 0L, 0L, 0L, 0L, 17L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 37L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 0L, 0L, 0L, 0L, 0L, 0L, 10L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 15L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 35L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 22L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 8L, 19L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 35L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 3L, 15L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 17L, 0L, 0L, 0L, 5L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 17L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 32L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 10L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 1L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 31L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 31L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 31L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 30L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(19L, 0L, 0L, 0L, 0L, 10L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(10L, 0L, 0L, 0L, 0L, 0L, 6L, 0L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 20L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 16L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(14L, 0L, 8L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 22L, 0L, 0L, 0L, 0L, 5L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 5L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 7L, 0L, 0L, 0L, 0L, 4L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 26L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 14L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 25L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 14L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 25L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 12L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 25L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(24L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(18L, 0L, 0L, 0L, 0L, 0L, 0L, 6L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(13L, 0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(11L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 24L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 23L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 23L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(5L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(22L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 22L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 5L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 14L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 13L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 22L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 15L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 0L, 13L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 21L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 21L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 21L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 21L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(16L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 4L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 11L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 8L, 0L, 0L, 0L, 0L, 5L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(19L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 4L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 8L, 0L, 0L, 0L, 2L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(9L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 18L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 3L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 12L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 17L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 17L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 16L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 16L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 16L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 16L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 2L, 0L, 0L, 0L, 0L, 0L, 0L, 4L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 15L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 15L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 12L, 0L, 0L, 0L, 3L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 15L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 15L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 5L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 15L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 0L, 0L, 0L, 0L, 0L, 2L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(14L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 4L, 0L, 0L, 0L, 0L, 6L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 14L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 14L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 14L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 13L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 5L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 13L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 13L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 5L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 12L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 4L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 11L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 6L, 0L, 0L, 0L, 5L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 11L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 6L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 11L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 11L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 11L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 11L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(10L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 10L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 4L, 0L, 0L, 0L, 0L, 6L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 10L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 10L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 10L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 10L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 9L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 9L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(2L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 8L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 8L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 8L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 8L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 8L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 7L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 7L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 7L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 6L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 6L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 6L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 6L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
dads.raw.pvals <- sapply(wilcox.tests, function(mod) {return(mod$p.value)})
dads.fdr.pvals <- p.adjust(dads.raw.pvals, method = "fdr")
paste("Significant associations:", length(dads.fdr.pvals[dads.fdr.pvals <= 0.05])) %>%
cat.n()
## Significant associations: 0
dads.raw.pvals <- sapply(wilcox.tests, function(mod) mod$p.value)
dads.fdr.pvals <- p.adjust(dads.raw.pvals, method = "fdr")
# Create data table of significant results
dads.wilcox.dt <- data.table(
ASV = dads.asv.ids,
P_Value = dads.raw.pvals,
Adjusted_P_Value = dads.fdr.pvals
)
dads.wilcox.dt <- dads.wilcox.dt[order(Adjusted_P_Value)]
# Filter rows where Adjusted_P_Value < 0.05
dads.wilcox.dt <- dads.wilcox.dt[Adjusted_P_Value < 0.05]
# Optionally, merge taxonomic information if available
tax_table <- as.data.frame(tax_table(dads_5asv.ps))
tax_table$ASV_id <- rownames(tax_table)
dads.wilcox.dt <- merge(dads.wilcox.dt, tax_table, by.x = "ASV", by.y = "ASV_id", all.x = TRUE)
# Export to CSV
write.csv(dads.wilcox.dt, file = "Results/DADS/ITS/wilcox_soil_dads.csv", row.names = FALSE)
set.seed(1)
dads.deseq <- phyloseq_to_deseq2(dads_5asv.ps, ~ Soil) # this function does all the heavy lifting for us to turn a phyloseq object into a DESeq2 object
## converting counts to integer mode
#This was required so DESEQ doesn't error out (there are several approaches, but the deseq developer recommended this most recently, if going from phyloseq to deseq option)
dads.dds <- estimateSizeFactors(dads.deseq, type = 'poscounts')
dads.dds = DESeq(dads.dds)
## using pre-existing size factors
## estimating dispersions
## gene-wise dispersion estimates
## mean-dispersion relationship
## final dispersion estimates
## fitting model and testing
## -- replacing outliers and refitting for 287 genes
## -- DESeq argument 'minReplicatesForReplace' = 7
## -- original counts are preserved in counts(dds)
## estimating dispersions
## fitting model and testing
dads.res.dt <- results(dads.dds) %>% as.data.table(keep.rownames = "ASV")
## Warning in .local(x, row.names, optional, ...): Arguments in '...' ignored
dads.sig.dt <- dads.res.dt[padj <= 0.05]
dads.sig.dt = cbind(as(dads.sig.dt, "data.frame"), as(tax_table(dads_5asv.ps)[dads.sig.dt$ASV, ], "matrix"))
dads.sig.dt <- dads.sig.dt %>%
mutate(across(everything(), ~ifelse(is.na(.), "Unclassified", .)))
write.csv(dads.sig.dt, file="Results/DADS/ITS/deseq_soil_dads.csv",row.names = TRUE)
# Now, let's create the plot
deseqplot2 <- ggplot(dads.sig.dt, aes(y = reorder(ASV, log2FoldChange), x = log2FoldChange, fill = Genus)) +
geom_vline(xintercept = 0.0, color = "gray", size = 0.5, linetype = "dashed") +
geom_bar(stat = "identity", position = "dodge", width = 0.8) +
scale_fill_viridis(discrete = TRUE, option = "D") + # Color-blind friendly palette
#scale_x_continuous(breaks = pretty_breaks(n = 10)) + # Prettier x-axis breaks
labs(x = "Log2 Fold Change",
y = "ASV",
title = "Differential Abundance Analysis: Soil")
theme_minimal() +
theme(
axis.text.y = element_text(size = 8),
axis.title = element_text(face = "bold"),
legend.position = "right",
legend.title = element_text(face = "bold"),
plot.title = element_text(size = 16, face = "bold"),
plot.subtitle = element_text(size = 12),
panel.grid.major.y = element_blank(),
panel.grid.minor = element_blank()
)
## List of 136
## $ line :List of 6
## ..$ colour : chr "black"
## ..$ linewidth : num 0.5
## ..$ linetype : num 1
## ..$ lineend : chr "butt"
## ..$ arrow : logi FALSE
## ..$ inherit.blank: logi TRUE
## ..- attr(*, "class")= chr [1:2] "element_line" "element"
## $ rect :List of 5
## ..$ fill : chr "white"
## ..$ colour : chr "black"
## ..$ linewidth : num 0.5
## ..$ linetype : num 1
## ..$ inherit.blank: logi TRUE
## ..- attr(*, "class")= chr [1:2] "element_rect" "element"
## $ text :List of 11
## ..$ family : chr ""
## ..$ face : chr "plain"
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# Save the plot
ggsave("Figures/DADS/ITS/Deseq_soil_barplot_dads_ASV.pdf", deseqplot2)
## Saving 7 x 5 in image
# Display the plot
print(deseqplot2)
# Merge the tables based on ASV
merged_table <- inner_join(dads.sig.dt, dads.wilcox.dt, by = "ASV")
# Select and rename columns in one step
final_table <- merged_table %>%
mutate(
deseq_pvalue = pvalue,
deseq_padj = padj,
wilcox_pvalue = P_Value,
wilcox_padj = Adjusted_P_Value,
Kingdom = Kingdom.x,
Phylum = Phylum.x,
Class = Class.x,
Order = Order.x,
Family = Family.x,
Genus = Genus.x,
Species = Species.x
) %>%
select(
ASV, log2FoldChange, deseq_pvalue, deseq_padj, wilcox_pvalue, wilcox_padj,
Kingdom, Phylum, Class, Order, Family, Genus, Species
)
# Save the final table as CSV
write.csv(final_table, "Results/DADS/ITS/merged_deseq_soil_wilcoxon_results.csv", row.names = FALSE)
print(paste("Number of ASVs in the final table:", nrow(final_table)))
## [1] "Number of ASVs in the final table: 0"
merged_plot <- ggplot(final_table, aes(y = reorder(ASV, log2FoldChange), x = log2FoldChange, fill = Genus)) +
geom_vline(xintercept = 0.0, color = "gray", size = 0.5, linetype = "dashed") +
geom_bar(stat = "identity", position = "dodge", width = 0.8) +
scale_fill_viridis(discrete = TRUE, option = "D") + # Color-blind friendly palette
#scale_x_continuous(breaks = pretty_breaks(n = 10)) + # Prettier x-axis breaks
labs(x = "Log2 Fold Change",
y = "ASV",
title = "Merged DESEQ2 and Wilcoxon Rank Sum Analyses-Treatment")
theme_minimal() +
theme(
axis.text.y = element_text(size = 8),
axis.title = element_text(face = "bold"),
legend.position = "right",
legend.title = element_text(face = "bold"),
plot.title = element_text(size = 16, face = "bold"),
plot.subtitle = element_text(size = 12),
panel.grid.major.y = element_blank(),
panel.grid.minor = element_blank()
)
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## ..- attr(*, "class")= chr [1:2] "element_blank" "element"
## $ legend.box.spacing : 'simpleUnit' num 11points
## ..- attr(*, "unit")= int 8
## [list output truncated]
## - attr(*, "class")= chr [1:2] "theme" "gg"
## - attr(*, "complete")= logi TRUE
## - attr(*, "validate")= logi TRUE
# Save the plot
ggsave("Figures/DADS/ITS/Deseq_merged_soil_barplot_dads_ASV.pdf", merged_plot)
## Saving 7 x 5 in image
# Display the plot
print(merged_plot)
set.seed(1)
wilcox.tests <- lapply(dads.asv.ids, function(asv) {
frm <- paste(asv, "~ Incubation") # this combined with the as.formula() function below makes it possible to generate formulas in R programmatically
return(
wilcox.test(as.formula(frm), data = dads.dt)
)
})
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 2692L, 2503L, 2170L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 1875L, 1618L, 1121L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(329L, 0L, 0L, 0L, 2192L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(28L, 25L, 57L, 1630L, 1388L, 615L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 4L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(290L, 279L, 427L, 575L, 538L, 288L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 1114L, 1117L, 641L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(30L, 127L, 61L, 771L, 811L, 0L, 77L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(63L, 52L, 0L, 832L, 628L, 703L, 43L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 2923L, 0L, 1008L, 316L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(467L, 549L, 945L, 0L, 0L, 0L, 546L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(511L, 442L, 514L, 11L, 22L, 0L, 472L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(525L, 383L, 543L, 0L, 0L, 11L, 504L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 4L, 270L, 759L, 217L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(605L, 470L, 333L, 154L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 310L, 444L, 385L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(285L, 195L, 332L, 0L, 0L, 0L, 211L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 84L, 1191L, 1137L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 390L, 271L, 0L, 0L, 28L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(345L, 249L, 431L, 0L, 0L, 0L, 276L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(1401L, 154L, 397L, 0L, 0L, 0L, 144L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(304L, 302L, 313L, 0L, 0L, 0L, 277L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 631L, 99L, 177L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(340L, 272L, 414L, 0L, 0L, 0L, 188L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 70L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(203L, 245L, 170L, 141L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(135L, 125L, 437L, 23L, 89L, 74L, 186L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 178L, 0L, 0L, 0L, 308L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 93L, 174L, 65L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 533L, 0L, 221L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(187L, 101L, 328L, 0L, 0L, 0L, 107L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 181L, 221L, 115L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 245L, 0L, 240L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(175L, 251L, 255L, 0L, 0L, 0L, 212L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(229L, 143L, 139L, 0L, 0L, 0L, 127L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(201L, 90L, 234L, 0L, 0L, 0L, 0L, 87L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 134L, 127L, 132L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(75L, 95L, 73L, 64L, 170L, 47L, 73L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(145L, 0L, 188L, 0L, 0L, 0L, 74L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(198L, 0L, 195L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(111L, 99L, 126L, 0L, 0L, 0L, 145L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(76L, 67L, 87L, 93L, 73L, 48L, 39L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 54L, 56L, 0L, 0L, 0L, 0L, 0L, 82L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(183L, 79L, 163L, 0L, 0L, 0L, 94L, 69L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(25L, 0L, 0L, 0L, 24L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(202L, 117L, 234L, 0L, 0L, 0L, 42L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(82L, 108L, 93L, 0L, 0L, 0L, 54L, 90L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 80L, 167L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 124L, 169L, 111L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(145L, 109L, 149L, 0L, 0L, 0L, 82L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 531L, 191L, 109L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 22L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 216L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 88L, 192L, 103L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(113L, 88L, 126L, 0L, 0L, 0L, 47L, 98L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(162L, 0L, 0L, 421L, 0L, 202L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(135L, 91L, 119L, 0L, 0L, 0L, 43L, 88L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 51L, 114L, 116L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(73L, 94L, 90L, 0L, 0L, 0L, 116L, 204L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(62L, 72L, 84L, 0L, 0L, 0L, 35L, 83L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 190L, 24L, 117L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(119L, 103L, 106L, 0L, 0L, 0L, 91L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(22L, 18L, 23L, 28L, 95L, 30L, 29L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(28L, 31L, 23L, 177L, 37L, 7L, 30L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 122L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(76L, 98L, 142L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(116L, 127L, 143L, 0L, 0L, 0L, 38L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 51L, 97L, 69L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(71L, 93L, 123L, 0L, 0L, 0L, 39L, 78L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 87L, 83L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(44L, 46L, 68L, 0L, 0L, 0L, 12L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 309L, 95L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(111L, 35L, 86L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(144L, 57L, 13L, 0L, 0L, 0L, 15L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 47L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(53L, 51L, 69L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 126L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 161L, 57L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(20L, 59L, 58L, 0L, 0L, 0L, 147L, 18L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 749L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(51L, 38L, 62L, 11L, 23L, 0L, 26L, 48L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 109L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 32L, 0L, 0L, 95L, 61L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 121L, 122L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 94L, 74L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(35L, 121L, 25L, 0L, 0L, 0L, 40L, 54L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(20L, 13L, 27L, 0L, 0L, 0L, 48L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(32L, 32L, 48L, 24L, 10L, 0L, 31L, 49L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(62L, 40L, 34L, 0L, 9L, 0L, 48L, 37L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(70L, 36L, 82L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 0L, 155L, 0L, 0L, 0L, 52L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(35L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(40L, 29L, 36L, 0L, 0L, 0L, 0L, 41L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(15L, 0L, 0L, 27L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(44L, 38L, 47L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(40L, 0L, 36L, 0L, 0L, 0L, 0L, 0L, 156L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 22L, 50L, 17L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 137L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(62L, 72L, 38L, 0L, 0L, 0L, 6L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 99L, 75L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 95L, 82L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 30L, 58L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 93L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 8L, 0L, 0L, 0L, 0L, 0L, 17L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 40L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 87L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 19L, 21L, 31L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 19L, 51L, 21L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 41L, 29L, 0L, 0L, 0L, 49L, 27L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(34L, 0L, 39L, 0L, 0L, 0L, 18L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 114L, 28L, 0L, 0L, 0L, 56L, 17L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(36L, 25L, 0L, 0L, 0L, 0L, 0L, 0L, 27L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 53L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 15L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(25L, 20L, 26L, 7L, 0L, 0L, 0L, 17L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 6L, 9L, 45L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(16L, 24L, 27L, 0L, 0L, 0L, 0L, 46L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 174L, 0L, 0L, 0L, 0L, 0L, 122L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 17L, 0L, 0L, 0L, 0L, 0L, 0L, 29L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(50L, 19L, 33L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(40L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 11L, 0L, 0L, 0L, 0L, 17L, 18L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 26L, 44L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(23L, 21L, 17L, 0L, 0L, 0L, 0L, 19L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 15L, 28L, 13L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 33L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 24L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 38L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 17L, 15L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 16L, 28L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 77L, 0L, 0L, 0L, 16L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(15L, 22L, 23L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(13L, 0L, 24L, 17L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 212L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 17L, 12L, 0L, 111L, 0L, 0L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(34L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(19L, 22L, 14L, 0L, 0L, 0L, 0L, 12L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 42L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 10L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 13L, 14L, 0L, 0L, 0L, 8L, 11L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 20L, 98L, 0L, 0L, 0L, 13L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 37L, 0L, 0L, 0L, 43L, 42L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 15L, 23L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 6L, 0L, 0L, 0L, 23L, 12L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 48L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(13L, 9L, 23L, 13L, 0L, 0L, 8L, 12L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(20L, 0L, 0L, 0L, 0L, 0L, 17L, 28L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 67L, 0L, 0L, 0L, 51L, 35L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 132L, 0L, 0L, 0L, 0L, 0L, 13L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 4L, 13L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(19L, 19L, 23L, 0L, 0L, 0L, 23L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 8L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(29L, 39L, 14L, 0L, 0L, 0L, 0L, 16L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(10L, 30L, 22L, 0L, 0L, 0L, 12L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 15L, 29L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 45L, 0L, 0L, 0L, 63L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 5L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 60L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(7L, 10L, 5L, 0L, 0L, 0L, 11L, 0L, 21L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 8L, 22L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 14L, 24L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 12L, 8L, 0L, 0L, 0L, 0L, 13L, 12L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 6L, 19L, 15L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(10L, 0L, 14L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(15L, 0L, 19L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(13L, 0L, 11L, 0L, 0L, 0L, 14L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(28L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(9L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(43L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 35L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 25L, 0L, 21L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(14L, 8L, 3L, 0L, 0L, 0L, 6L, 12L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 15L, 0L, 10L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 15L, 0L, 0L, 0L, 15L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 42L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 0L, 20L, 0L, 0L, 0L, 0L, 0L, 19L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 15L, 0L, 0L, 0L, 4L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 31L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 18L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 7L, 0L, 0L, 0L, 22L, 0L, 18L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 14L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 14L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 5L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(21L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 21L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 42L, 41L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 10L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 19L, 27L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 8L, 21L, 0L, 0L, 0L, 0L, 0L, 13L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 36L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 15L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 24L, 6L, 0L, 0L, 0L, 0L, 0L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 31L, 0L, 0L, 0L, 0L, 0L, 73L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 8L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 28L, 0L, 0L, 0L, 0L, 0L, 0L, 17L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 4L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(15L, 0L, 35L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(13L, 4L, 0L, 13L, 0L, 0L, 0L, 0L, 5L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 15L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 24L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(13L, 0L, 0L, 0L, 0L, 0L, 0L, 5L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 9L, 58L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 11L, 0L, 16L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(27L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 16L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 8L, 9L, 0L, 0L, 0L, 5L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 7L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 10L, 10L, 0L, 0L, 0L, 0L, 0L, 14L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 7L, 0L, 0L, 0L, 9L, 9L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 6L, 0L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 16L, 8L, 12L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 3L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(16L, 0L, 0L, 0L, 0L, 0L, 0L, 15L, 12L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 19L, 17L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 22L, 34L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(4L, 5L, 0L, 0L, 0L, 0L, 0L, 0L, 3L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 15L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 37L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 12L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 17L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 61L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 24L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 7L, 0L, 6L, 0L, 0L, 26L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 60L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 22L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(10L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 18L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(30L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(52L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(12L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 49L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 11L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 22L, 0L, 0L, 0L, 0L, 15L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 5L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 20L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 23L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 18L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 12L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 6L, 4L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 4L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(17L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 10L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 9L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 35L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 35L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 15L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 20L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(5L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 5L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 27L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(32L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(10L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 1L, 0L, 0L, 0L, 28L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 22L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(31L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 31L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 16L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 0L, 6L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 28L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(5L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 5L, 0L, 0L, 0L, 0L, 14L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 13L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 4L, 0L, 0L, 0L, 0L, 0L, 4L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(14L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 12L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 6L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(25L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 12L, 0L, 0L, 0L, 0L, 0L, 0L, 13L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 25L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 18L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 24L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 8L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 2L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(22L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(15L, 0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 22L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 22L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 22L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 4L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 5L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(2L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 9L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 15L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 8L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 18L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 18L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 17L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 16L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 16L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 4L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(3L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 5L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 3L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(15L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 15L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 15L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(2L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 6L, 0L, 0L, 0L, 0L, 0L, 0L, 4L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(14L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 14L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 14L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 9L, 0L, 0L, 0L, 0L, 0L, 2L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(13L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 13L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 13L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 13L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 7L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 12L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 12L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 12L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(5L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 4L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 5L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 11L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 11L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 11L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 11L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 11L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 10L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 10L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 10L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 9L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 9L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 9L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 3L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 8L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 8L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 3L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 8L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 7L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 2L, 5L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 7L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 6L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 6L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 6L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
## Warning in wilcox.test.default(x = c(0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, 0L, :
## cannot compute exact p-value with ties
dads.raw.pvals <- sapply(wilcox.tests, function(mod) {return(mod$p.value)})
dads.fdr.pvals <- p.adjust(dads.raw.pvals, method = "fdr")
paste("Significant associations:", length(dads.fdr.pvals[dads.fdr.pvals <= 0.05])) %>%
cat.n()
## Significant associations: 0
dads.raw.pvals <- sapply(wilcox.tests, function(mod) mod$p.value)
dads.fdr.pvals <- p.adjust(dads.raw.pvals, method = "fdr")
# Create data table of significant results
dads.wilcox.dt <- data.table(
ASV = dads.asv.ids,
P_Value = dads.raw.pvals,
Adjusted_P_Value = dads.fdr.pvals
)
dads.wilcox.dt <- dads.wilcox.dt[order(Adjusted_P_Value)]
# Filter rows where Adjusted_P_Value < 0.05
dads.wilcox.dt <- dads.wilcox.dt[Adjusted_P_Value < 0.05]
# Optionally, merge taxonomic information if available
tax_table <- as.data.frame(tax_table(dads_5asv.ps))
tax_table$ASV_id <- rownames(tax_table)
dads.wilcox.dt <- merge(dads.wilcox.dt, tax_table, by.x = "ASV", by.y = "ASV_id", all.x = TRUE)
# Export to CSV
write.csv(dads.wilcox.dt, file = "Results/DADS/ITS/wilcox_incubation_dads.csv", row.names = FALSE)
set.seed(1)
dads.deseq <- phyloseq_to_deseq2(dads_5asv.ps, ~ Incubation) # this function does all the heavy lifting for us to turn a phyloseq object into a DESeq2 object
## converting counts to integer mode
#This was required so DESEQ doesn't error out (there are several approaches, but the deseq developer recommended this most recently, if going from phyloseq to deseq option)
dads.dds <- estimateSizeFactors(dads.deseq, type = 'poscounts')
dads.dds = DESeq(dads.dds)
## using pre-existing size factors
## estimating dispersions
## gene-wise dispersion estimates
## mean-dispersion relationship
## final dispersion estimates
## fitting model and testing
## -- replacing outliers and refitting for 287 genes
## -- DESeq argument 'minReplicatesForReplace' = 7
## -- original counts are preserved in counts(dds)
## estimating dispersions
## fitting model and testing
dads.res.dt <- results(dads.dds) %>% as.data.table(keep.rownames = "ASV")
## Warning in .local(x, row.names, optional, ...): Arguments in '...' ignored
#dads.sig.dt <- dads.res.dt[padj <= 0.05]
#dads.sig.dt = cbind(as(dads.sig.dt, "data.frame"), #as(tax_table(dads_5asv.ps)[dads.sig.dt$ASV, ], "matrix"))
#
#dads.sig.dt <- dads.sig.dt %>%
#mutate(across(everything(), ~ifelse(is.na(.), "Unclassified", .)))
#
#write.csv(dads.sig.dt, # #file="Results/DADS/ITS/deseq_incubation_dads.csv",row.names = TRUE)
#
# # Now, let's create the plot
# deseqplot2 <- ggplot(dads.sig.dt, aes(y = reorder(ASV, log2FoldChange), x = log2FoldChange, fill = Genus)) +
# geom_vline(xintercept = 0.0, color = "gray", size = 0.5, linetype = "dashed") +
# geom_bar(stat = "identity", position = "dodge", width = 0.8) +
# scale_fill_viridis(discrete = TRUE, option = "D") + # Color-blind friendly palette
# #scale_x_continuous(breaks = pretty_breaks(n = 10)) + # Prettier x-axis breaks
# labs(x = "Log2 Fold Change",
# y = "ASV",
# title = "Differential Abundance Analysis: Incubation")
# theme_minimal() +
# theme(
# axis.text.y = element_text(size = 8),
# axis.title = element_text(face = "bold"),
# legend.position = "right",
# legend.title = element_text(face = "bold"),
# plot.title = element_text(size = 16, face = "bold"),
# plot.subtitle = element_text(size = 12),
# panel.grid.major.y = element_blank(),
# panel.grid.minor = element_blank()
# )
#
# # Save the plot
# ggsave("Figures/DADS/ITS/Deseq2_incubation_barplot_dads_ASV.pdf", deseqplot2)
#
# # Display the plot
# print(deseqplot2)
# # Merge the tables based on ASV
# merged_table <- inner_join(dads.sig.dt, dads.wilcox.dt, by = "ASV")
#
# # Select and rename columns in one step
# final_table <- merged_table %>%
# mutate(
# deseq_pvalue = pvalue,
# deseq_padj = padj,
# wilcox_pvalue = P_Value,
# wilcox_padj = Adjusted_P_Value,
# Kingdom = Kingdom.x,
# Phylum = Phylum.x,
# Class = Class.x,
# Order = Order.x,
# Family = Family.x,
# Genus = Genus.x,
# Species = Species.x
# ) %>%
# select(
# ASV, log2FoldChange, deseq_pvalue, deseq_padj, wilcox_pvalue, wilcox_padj,
# Kingdom, Phylum, Class, Order, Family, Genus, Species
# )
#
# # Save the final table as CSV
# write.csv(final_table, "Results/DADS/ITS/merged_deseq_incubation_wilcoxon_results.csv", row.names = FALSE)
# print(paste("Number of ASVs in the final table:", nrow(final_table)))
In this case there is nothing to merge
#There is nothing to merge
# merged_plot <- ggplot(final_table, aes(y = reorder(ASV, log2FoldChange), x = log2FoldChange, fill = Genus)) +
# geom_vline(xintercept = 0.0, color = "gray", size = 0.5, linetype = "dashed") +
# geom_bar(stat = "identity", position = "dodge", width = 0.8) +
# scale_fill_viridis(discrete = TRUE, option = "D") + # Color-blind friendly palette
# #scale_x_continuous(breaks = pretty_breaks(n = 10)) + # Prettier x-axis breaks
# labs(x = "Log2 Fold Change",
# y = "ASV",
# title = "Merged DESEQ2 and Wilcoxon Rank Sum Analyses-Treatment")
# theme_minimal() +
# theme(
# axis.text.y = element_text(size = 8),
# axis.title = element_text(face = "bold"),
# legend.position = "right",
# legend.title = element_text(face = "bold"),
# plot.title = element_text(size = 16, face = "bold"),
# plot.subtitle = element_text(size = 12),
# panel.grid.major.y = element_blank(),
# panel.grid.minor = element_blank()
# )
#
# # Save the plot
# ggsave("Figures/DADS/ITS/Deseq_merged_incubation_barplot_dads_ASV.pdf", merged_plot)
#
# # Display the plot
# print(merged_plot)
remove_boot_columns <- function(x) {
x <- x[, !grepl("boot", colnames(x))]
return(x)
}
dads_5asv_tax <- tax_table(dads_5asv.ps) %>%
as.data.frame() %>%
remove_boot_columns() %>%
as.matrix() %>%
tax_table()
tax_table(dads_5asv.ps) <- dads_5asv_tax
obj_ITS<-parse_phyloseq(dads_5asv.ps)
## The following 430 of 655 (65.6%) input indexes have `NA` in their classifications:
## 1, 2, 4, 5, 6, 8, 10, 11 ... 643, 648, 649, 650, 651, 652, 654
obj_ITS_rarefy <-parse_phyloseq(rarefied.ps)
## The following 426 of 651 (65.4%) input indexes have `NA` in their classifications:
## 1, 2, 4, 5, 6, 8, 10, 11 ... 638, 644, 645, 646, 647, 648, 650
obj_ITS$data$tax_abund <- calc_taxon_abund(obj_ITS, data = "otu_table", cols = obj_ITS$data$sample_data$sample_id)
## Summing per-taxon counts from 24 columns for 626 taxa
obj_ITS_rarefy$data$tax_abund <- calc_taxon_abund(obj_ITS_rarefy , data = "otu_table", cols = obj_ITS_rarefy$data$sample_data$sample_id)
## Summing per-taxon counts from 24 columns for 3803 taxa
obj_ITS$data$abund_prop <- calc_obs_props(obj_ITS, data = "otu_table", cols = obj_ITS$data$sample_data$sample_id)
## Calculating proportions from counts for 24 columns for 655 observations.
obj_ITS$data$tax_prop <- calc_taxon_abund(obj_ITS, data = "abund_prop", cols = obj_ITS$data$sample_data$sample_id)
## Summing per-taxon counts from 24 columns for 626 taxa
obj_ITS$data$tax_prop$all_samples <- rowMeans(obj_ITS$data$tax_prop[,obj_ITS$data$sample_data$sample_id])
set.seed(1)
obj_ITS$data$diff_table <- metacoder::compare_groups(obj_ITS,
data = "tax_abund",
cols = obj_ITS$data$sample_data$sample_id, # What columns of sample data to
groups = obj_ITS$data$sample_data$Treatment) # What category each sample is assigned to
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
obj_ITS <- mutate_obs(obj_ITS, "diff_table",
wilcox_p_value = p.adjust(wilcox_p_value, method = "fdr"))
obj_ITS$data$diff_table$log2_median_ratio[obj_ITS$data$diff_table$wilcox_p_value > 0.05] <- 0
range(obj_ITS$data$diff_table$wilcox_p_value, finite = TRUE)
## [1] 2.893694e-05 1.000000e+00
range(obj_ITS$data$diff_table$log2_median_ratio, finite = TRUE)
## [1] -5.579944 6.742504
obj_ITS<- metacoder::filter_taxa(obj_ITS, taxon_names != "None", reassign_obs = FALSE)
obj_ITS <- metacoder::filter_taxa(obj_ITS, taxon_names != "", reassign_obs = FALSE)
obj_ITS <- metacoder::filter_taxa(obj_ITS, taxon_names != "NA", reassign_obs = FALSE)
obj_ITS %>%
metacoder::filter_taxa(taxon_ranks == "Species", supertaxa = TRUE, reassign_obs = FALSE) %>%
heat_tree_matrix(data = "diff_table",
node_label = taxon_names,
node_size = n_obs, # number of OTUs
node_color = log2_median_ratio, # difference between groups
node_color_trans = "linear",
node_color_interval = c(-7, 7), # symmetric interval
edge_color_interval = c(-7, 7), # symmetric interval
node_color_range = diverging_palette(), # diverging colors
node_size_axis_label = "ASV count",
node_color_axis_label = "Log 2 ratio of median counts",
layout = "da", initial_layout = "re",
key_size = 0.67,
output_file = "Figures/DADS/ITS/diff_abundance_heattree_Wilcoxonranksum_dads_ITS_fdr.pdf")
set.seed(1)
obj_ITS_rarefy$data$diff_table <- metacoder::compare_groups(obj_ITS_rarefy,
data = "tax_abund",
cols = obj_ITS_rarefy$data$sample_data$sample_id, # What columns of sample data to
groups = obj_ITS_rarefy$data$sample_data$Treatment) # What category each sample is assigned to
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
obj_ITS_rarefy <- mutate_obs(obj_ITS_rarefy, "diff_table",
wilcox_p_value = p.adjust(wilcox_p_value, method = "fdr"))
obj_ITS_rarefy$data$diff_table$log2_median_ratio[obj_ITS_rarefy$data$diff_table$wilcox_p_value > 0.05] <- 0
range(obj_ITS_rarefy$data$diff_table$wilcox_p_value, finite = TRUE)
## [1] 3.905511e-05 1.000000e+00
range(obj_ITS_rarefy$data$diff_table$log2_median_ratio, finite = TRUE)
## [1] -5.629357 7.169925
obj_ITS_rarefy<- metacoder::filter_taxa(obj_ITS_rarefy, taxon_names != "None", reassign_obs = FALSE)
obj_ITS_rarefy <- metacoder::filter_taxa(obj_ITS_rarefy, taxon_names != "", reassign_obs = FALSE)
obj_ITS_rarefy <- metacoder::filter_taxa(obj_ITS_rarefy, taxon_names != "NA", reassign_obs = FALSE)
obj_ITS_rarefy %>%
metacoder::filter_taxa(taxon_ranks == "Species", supertaxa = TRUE, reassign_obs = FALSE) %>%
heat_tree_matrix(data = "diff_table",
node_label = taxon_names,
node_size = n_obs, # number of OTUs
node_color = log2_median_ratio, # difference between groups
node_color_trans = "linear",
node_color_interval = c(-7.5, 7.5), # symmetric interval
edge_color_interval = c(-7.5, 7.5), # symmetric interval
node_color_range = diverging_palette(), # diverging colors
node_size_axis_label = "Mean read proportion",
node_color_axis_label = "Log 2 ratio of median counts",
layout = "da", initial_layout = "re",
key_size = 0.67,
output_file = "Figures/DADS/ITS/diff_abundance_heattree_Wilcoxonranksum__rarefy_dads_ITS_fdr.pdf")
set.seed(1)
obj_ITS$data$diff_table <- metacoder::compare_groups(obj_ITS,
data = "tax_prop",
cols = obj_ITS$data$sample_data$sample_id, # What columns of sample data to
groups = obj_ITS$data$sample_data$Treatment) # What category each sample is assigned to
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
## Warning in wilcox.test.default(abund_1, abund_2): cannot compute exact p-value
## with ties
obj_ITS <- mutate_obs(obj_ITS, "diff_table",
wilcox_p_value = p.adjust(wilcox_p_value, method = "fdr"))
obj_ITS$data$diff_table$log2_median_ratio[obj_ITS$data$diff_table$wilcox_p_value > 0.05] <- 0
range(obj_ITS$data$diff_table$wilcox_p_value, finite = TRUE)
## [1] 1.359563e-05 1.000000e+00
range(obj_ITS$data$diff_table$log2_median_ratio, finite = TRUE)
## [1] -5.421116 7.044824
obj_ITS<- metacoder::filter_taxa(obj_ITS, taxon_names != "None", reassign_obs = FALSE)
obj_ITS <- metacoder::filter_taxa(obj_ITS, taxon_names != "", reassign_obs = FALSE)
obj_ITS <- metacoder::filter_taxa(obj_ITS, taxon_names != "NA", reassign_obs = FALSE)
obj_ITS %>%
metacoder::filter_taxa(taxon_ranks == "Species", supertaxa = TRUE, reassign_obs = FALSE) %>%
heat_tree_matrix(data = "diff_table",
node_label = taxon_names,
node_size = all_samples, # number of OTUs
node_color = log2_median_ratio, # difference between groups
node_color_trans = "linear",
node_color_interval = c(-7.5,7.5), # symmetric interval
edge_color_interval = c(-7.5, 7.5), # symmetric interval
node_color_range = diverging_palette(), # diverging colors
node_size_axis_label = "Mean read proportion",
node_color_axis_label = "Log 2 ratio of median counts",
layout = "da", initial_layout = "re",
key_size = 0.67,
output_file = "Figures/DADS/ITS/diff_abundance_heattree_Wilcoxonranksum_relabundance_dads_ITS_fdr.pdf")
set.seed(1)
obj_ITS$data$diff_table_deseq <- metacoder::calc_diff_abund_deseq2(obj_ITS,
data = "tax_abund",
cols = obj_ITS$data$sample_data$sample_id, # What columns of sample data to
groups = obj_ITS$data$sample_data$Treatment) # What category each sample is assigned to
## converting counts to integer mode
## Warning in DESeqDataSet(se, design = design, ignoreRank): some variables in
## design formula are characters, converting to factors
## estimating size factors
## estimating dispersions
## gene-wise dispersion estimates
## mean-dispersion relationship
## final dispersion estimates
## fitting model and testing
## -- replacing outliers and refitting for 79 genes
## -- DESeq argument 'minReplicatesForReplace' = 7
## -- original counts are preserved in counts(dds)
## estimating dispersions
## fitting model and testing
obj_ITS$data$diff_table_deseq$log2FoldChange[obj_ITS$data$diff_table_deseq$padj > 0.05] <- 0
range(obj_ITS$obj_ITS$data$diff_table_deseq$padj, finite = TRUE)
## Warning in min(x, na.rm = na.rm): no non-missing arguments to min; returning
## Inf
## Warning in max(x, na.rm = na.rm): no non-missing arguments to max; returning
## -Inf
## [1] Inf -Inf
range(obj_ITS$data$diff_table_deseq$log2FoldChange, finite = TRUE)
## [1] -11.55289 23.61666
obj_ITS<- metacoder::filter_taxa(obj_ITS, taxon_names != "None", reassign_obs = FALSE)
obj_ITS <- metacoder::filter_taxa(obj_ITS, taxon_names != "", reassign_obs = FALSE)
obj_ITS <- metacoder::filter_taxa(obj_ITS, taxon_names != "NA", reassign_obs = FALSE)
obj_ITS %>%
metacoder::filter_taxa(taxon_ranks == "Species", supertaxa = TRUE, reassign_obs = FALSE) %>%
heat_tree_matrix(data = "diff_table_deseq",
node_label = taxon_names,
node_size = n_obs, # number of OTUs
node_color = log2FoldChange, # difference between groups
node_color_trans = "linear",
node_color_interval = c(-12, 12), # symmetric interval
edge_color_interval = c(-12, 12), # symmetric interval
node_color_range = diverging_palette(), # diverging colors
node_size_axis_label = "ASV count",
node_color_axis_label = "Log 2 Fold Change",
layout = "da", initial_layout = "re",
key_size = 0.4,
output_file = "Figures/DADS/ITS/diff_abundance_heattree_deseq_dads_ITS.pdf") # The layout algorithm that initializes node locations
sessioninfo::session_info()
## ─ Session info ───────────────────────────────────────────────────────────────
## setting value
## version R version 4.1.2 (2021-11-01)
## os Pop!_OS 22.04 LTS
## system x86_64, linux-gnu
## ui X11
## language (EN)
## collate en_US.UTF-8
## ctype en_US.UTF-8
## tz America/Los_Angeles
## date 2024-09-13
## pandoc 3.1.1 @ /usr/lib/rstudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)
##
## ─ Packages ───────────────────────────────────────────────────────────────────
## package * version date (UTC) lib source
## ade4 1.7-22 2023-02-06 [1] CRAN (R 4.1.2)
## agricolae * 1.3-7 2023-10-22 [1] CRAN (R 4.1.2)
## AlgDesign 1.2.1 2022-05-25 [1] CRAN (R 4.1.2)
## annotate 1.72.0 2021-10-26 [1] Bioconductor
## AnnotationDbi 1.56.2 2021-11-09 [1] Bioconductor
## ape 5.8 2024-04-11 [1] CRAN (R 4.1.2)
## beeswarm 0.4.0 2021-06-01 [1] CRAN (R 4.1.2)
## Biobase * 2.54.0 2021-10-26 [1] Bioconductor
## BiocGenerics * 0.40.0 2021-10-26 [1] Bioconductor
## BiocParallel 1.28.3 2021-12-09 [1] Bioconductor
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## Biostrings * 2.62.0 2021-10-26 [1] Bioconductor
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##
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